Overview

Dataset info

Number of variables122
Number of observations307511
Missing cells9152465 (24.4%)
Duplicate rows0 (0.0%)
Total size in memory286.2 MiB
Average record size in memory976.0 B

Variables types

Numeric71
Categorical15
Boolean36
Date0
URL0
Text (Unique)0
Rejected0
Unsupported0

Warnings

AMT_INCOME_TOTAL is highly skewed (γ1 = 391.5596541) Skewed
AMT_REQ_CREDIT_BUREAU_DAY is highly skewed (γ1 = 27.04350471) Skewed
AMT_REQ_CREDIT_BUREAU_DAY has 264503 (86.0%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_DAY has 41519 (13.5%) missing values Missing
AMT_REQ_CREDIT_BUREAU_HOUR has 264366 (86.0%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_HOUR has 41519 (13.5%) missing values Missing
AMT_REQ_CREDIT_BUREAU_MON has 222233 (72.3%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_MON has 41519 (13.5%) missing values Missing
AMT_REQ_CREDIT_BUREAU_QRT is highly skewed (γ1 = 134.365776) Skewed
AMT_REQ_CREDIT_BUREAU_QRT has 215417 (70.1%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_QRT has 41519 (13.5%) missing values Missing
AMT_REQ_CREDIT_BUREAU_WEEK has 257456 (83.7%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_WEEK has 41519 (13.5%) missing values Missing
AMT_REQ_CREDIT_BUREAU_YEAR has 71801 (23.3%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_YEAR has 41519 (13.5%) missing values Missing
APARTMENTS_AVG has 156061 (50.7%) missing values Missing
APARTMENTS_MEDI has 156061 (50.7%) missing values Missing
APARTMENTS_MODE has 156061 (50.7%) missing values Missing
BASEMENTAREA_AVG has 14745 (4.8%) zeros Zeros
BASEMENTAREA_AVG has 179943 (58.5%) missing values Missing
BASEMENTAREA_MEDI has 14991 (4.9%) zeros Zeros
BASEMENTAREA_MEDI has 179943 (58.5%) missing values Missing
BASEMENTAREA_MODE has 16598 (5.4%) zeros Zeros
BASEMENTAREA_MODE has 179943 (58.5%) missing values Missing
CNT_CHILDREN has 215371 (70.0%) zeros Zeros
COMMONAREA_AVG has 8442 (2.7%) zeros Zeros
COMMONAREA_AVG has 214865 (69.9%) missing values Missing
COMMONAREA_MEDI has 8691 (2.8%) zeros Zeros
COMMONAREA_MEDI has 214865 (69.9%) missing values Missing
COMMONAREA_MODE has 9690 (3.2%) zeros Zeros
COMMONAREA_MODE has 214865 (69.9%) missing values Missing
DAYS_LAST_PHONE_CHANGE has 37672 (12.3%) zeros Zeros
DEF_30_CNT_SOCIAL_CIRCLE has 271324 (88.2%) zeros Zeros
DEF_60_CNT_SOCIAL_CIRCLE has 280721 (91.3%) zeros Zeros
ELEVATORS_AVG has 85718 (27.9%) zeros Zeros
ELEVATORS_AVG has 163891 (53.3%) missing values Missing
ELEVATORS_MEDI has 87026 (28.3%) zeros Zeros
ELEVATORS_MEDI has 163891 (53.3%) missing values Missing
ELEVATORS_MODE has 89498 (29.1%) zeros Zeros
ELEVATORS_MODE has 163891 (53.3%) missing values Missing
EMERGENCYSTATE_MODE has 145755 (47.4%) missing values Missing
ENTRANCES_AVG has 154828 (50.3%) missing values Missing
ENTRANCES_MEDI has 154828 (50.3%) missing values Missing
ENTRANCES_MODE has 154828 (50.3%) missing values Missing
EXT_SOURCE_1 has 173378 (56.4%) missing values Missing
EXT_SOURCE_3 has 60965 (19.8%) missing values Missing
FLOORSMAX_AVG has 153020 (49.8%) missing values Missing
FLOORSMAX_MEDI has 153020 (49.8%) missing values Missing
FLOORSMAX_MODE has 3415 (1.1%) zeros Zeros
FLOORSMAX_MODE has 153020 (49.8%) missing values Missing
FLOORSMIN_AVG has 208642 (67.8%) missing values Missing
FLOORSMIN_MEDI has 208642 (67.8%) missing values Missing
FLOORSMIN_MODE has 208642 (67.8%) missing values Missing
FONDKAPREMONT_MODE has 210295 (68.4%) missing values Missing
HOUSETYPE_MODE has 154297 (50.2%) missing values Missing
LANDAREA_AVG has 15600 (5.1%) zeros Zeros
LANDAREA_AVG has 182590 (59.4%) missing values Missing
LANDAREA_MEDI has 15919 (5.2%) zeros Zeros
LANDAREA_MEDI has 182590 (59.4%) missing values Missing
LANDAREA_MODE has 17453 (5.7%) zeros Zeros
LANDAREA_MODE has 182590 (59.4%) missing values Missing
LIVINGAPARTMENTS_AVG has 210199 (68.4%) missing values Missing
LIVINGAPARTMENTS_MEDI has 210199 (68.4%) missing values Missing
LIVINGAPARTMENTS_MODE has 210199 (68.4%) missing values Missing
LIVINGAREA_AVG has 154350 (50.2%) missing values Missing
LIVINGAREA_MEDI has 154350 (50.2%) missing values Missing
LIVINGAREA_MODE has 154350 (50.2%) missing values Missing
NONLIVINGAPARTMENTS_AVG has 54549 (17.7%) zeros Zeros
NONLIVINGAPARTMENTS_AVG has 213514 (69.4%) missing values Missing
NONLIVINGAPARTMENTS_MEDI has 56097 (18.2%) zeros Zeros
NONLIVINGAPARTMENTS_MEDI has 213514 (69.4%) missing values Missing
NONLIVINGAPARTMENTS_MODE has 59255 (19.3%) zeros Zeros
NONLIVINGAPARTMENTS_MODE has 213514 (69.4%) missing values Missing
NONLIVINGAREA_AVG has 58735 (19.1%) zeros Zeros
NONLIVINGAREA_AVG has 169682 (55.2%) missing values Missing
NONLIVINGAREA_MEDI has 60954 (19.8%) zeros Zeros
NONLIVINGAREA_MEDI has 169682 (55.2%) missing values Missing
NONLIVINGAREA_MODE has 67126 (21.8%) zeros Zeros
NONLIVINGAREA_MODE has 169682 (55.2%) missing values Missing
OBS_30_CNT_SOCIAL_CIRCLE has 163910 (53.3%) zeros Zeros
OBS_60_CNT_SOCIAL_CIRCLE has 164666 (53.5%) zeros Zeros
OCCUPATION_TYPE has 96391 (31.3%) missing values Missing
ORGANIZATION_TYPE has a high cardinality: 58 distinct values Warning
OWN_CAR_AGE has 202929 (66.0%) missing values Missing
TOTALAREA_MODE has 148431 (48.3%) missing values Missing
WALLSMATERIAL_MODE has 156341 (50.8%) missing values Missing
YEARS_BEGINEXPLUATATION_AVG has 150007 (48.8%) missing values Missing
YEARS_BEGINEXPLUATATION_MEDI has 150007 (48.8%) missing values Missing
YEARS_BEGINEXPLUATATION_MODE has 150007 (48.8%) missing values Missing
YEARS_BUILD_AVG has 204488 (66.5%) missing values Missing
YEARS_BUILD_MEDI has 204488 (66.5%) missing values Missing
YEARS_BUILD_MODE has 204488 (66.5%) missing values Missing

Variables

AMT_ANNUITY
Numeric

Distinct count13673
Unique (%)4.4%
Missing (%)< 0.1%
Missing (n)12
Infinite (%)0.0%
Infinite (n)0
Mean27108.57391
Minimum1615.5
Maximum258025.5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1615.5
5-th percentile9000
Q116524
Median24903
Q334596
95-th percentile53325
Maximum258025.5
Range256410
Interquartile range18072

Descriptive statistics

Standard deviation14493.73732
Coef of variation0.5346551008
Kurtosis7.707319915
Mean27108.57391
MAD10975.42925
Skewness1.579777364
Sum8335859368
Variance210068421.4
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
9000 6385 2.1%
 
13500 5514 1.8%
 
6750 2279 0.7%
 
10125 2035 0.7%
 
37800 1602 0.5%
 
11250 1459 0.5%
 
26217 1453 0.5%
 
20250 1345 0.4%
 
12375 1339 0.4%
 
31653 1269 0.4%
 
Other values (13662) 282819 92.0%
 

Minimum 5 values

ValueCountFrequency (%) 
1615.5 1 < 0.1%
 
1980 2 < 0.1%
 
1993.5 1 < 0.1%
 
2052 1 < 0.1%
 
2164.5 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
258025.5 1 < 0.1%
 
230161.5 1 < 0.1%
 
225000 23 < 0.1%
 
220297.5 1 < 0.1%
 
216589.5 1 < 0.1%
 

AMT_CREDIT
Numeric

Distinct count5603
Unique (%)1.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean599025.9997
Minimum45000
Maximum4050000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum45000
5-th percentile135000
Q1270000
Median513531
Q3808650
95-th percentile1350000
Maximum4050000
Range4005000
Interquartile range538650

Descriptive statistics

Standard deviation402490.777
Coef of variation0.6719086938
Kurtosis1.934041301
Mean599025.9997
MAD316583.7417
Skewness1.234778497
Sum1.842070842e+11
Variance1.619988256e+11
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 45000. 48244.5 48987. 49477.5 49626. ... 2692804.5 2697750. 2718000. 4040516.25 4050000. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
450000 9709 3.2%
 
675000 8877 2.9%
 
225000 8162 2.7%
 
180000 7342 2.4%
 
270000 7241 2.4%
 
900000 6246 2.0%
 
254700 4500 1.5%
 
545040 4437 1.4%
 
808650 4152 1.4%
 
135000 3660 1.2%
 
Other values (5593) 243185 79.1%
 

Minimum 5 values

ValueCountFrequency (%) 
45000 230 0.1%
 
47970 218 0.1%
 
48519 1 < 0.1%
 
49455 19 < 0.1%
 
49500 40 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4050000 8 < 0.1%
 
4031032.5 1 < 0.1%
 
4027680 1 < 0.1%
 
3956274 1 < 0.1%
 
3860019 1 < 0.1%
 

AMT_GOODS_PRICE
Numeric

Distinct count1003
Unique (%)0.3%
Missing (%)0.1%
Missing (n)278
Infinite (%)0.0%
Infinite (n)0
Mean538396.2074
Minimum40500
Maximum4050000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum40500
5-th percentile135000
Q1238500
Median450000
Q3679500
95-th percentile1305000
Maximum4050000
Range4009500
Interquartile range441000

Descriptive statistics

Standard deviation369446.4605
Coef of variation0.6861981111
Kurtosis2.431916479
Mean538396.2074
MAD288576.1487
Skewness1.349000341
Sum1.65413082e+11
Variance1.364906872e+11
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
450000 26022 8.5%
 
225000 25282 8.2%
 
675000 24962 8.1%
 
900000 15416 5.0%
 
270000 11428 3.7%
 
180000 10123 3.3%
 
454500 9157 3.0%
 
1125000 9050 2.9%
 
135000 8206 2.7%
 
315000 5225 1.7%
 
Other values (992) 162362 52.8%
 

Minimum 5 values

ValueCountFrequency (%) 
40500 1 < 0.1%
 
45000 1169 0.4%
 
49500 157 0.1%
 
50751 1 < 0.1%
 
54000 290 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4050000 8 < 0.1%
 
3825000 1 < 0.1%
 
3712500 1 < 0.1%
 
3600000 3 < 0.1%
 
3555000 1 < 0.1%
 

AMT_INCOME_TOTAL
Numeric

Distinct count2548
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean168797.9193
Minimum25650
Maximum117000000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum25650
5-th percentile67500
Q1112500
Median147150
Q3202500
95-th percentile337500
Maximum117000000
Range116974350
Interquartile range90000

Descriptive statistics

Standard deviation237123.1463
Coef of variation1.404775291
Kurtosis191786.5544
Mean168797.9193
MAD66226.34796
Skewness391.5596541
Sum5.190721696e+10
Variance5.62273865e+10
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[2.56500e+04 2.67750e+04 2.72925e+04 2.91915e+04 2.94165e+04 ... 1.55250e+06 1.62000e+06 2.36250e+06 5.62500e+06 1.17000e+08], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
135000 35750 11.6%
 
112500 31019 10.1%
 
157500 26556 8.6%
 
180000 24719 8.0%
 
90000 22483 7.3%
 
225000 20698 6.7%
 
202500 16341 5.3%
 
67500 11147 3.6%
 
270000 10827 3.5%
 
81000 6001 2.0%
 
Other values (2538) 101970 33.2%
 

Minimum 5 values

ValueCountFrequency (%) 
25650 2 < 0.1%
 
26100 3 < 0.1%
 
26460 1 < 0.1%
 
26550 2 < 0.1%
 
27000 66 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
117000000 1 < 0.1%
 
18000090 1 < 0.1%
 
13500000 1 < 0.1%
 
9000000 1 < 0.1%
 
6750000 1 < 0.1%
 

AMT_REQ_CREDIT_BUREAU_DAY
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)13.5%
Missing (n)41519
Infinite (%)0.0%
Infinite (n)0
Mean0.007000210533
Minimum0
Maximum9
Zeros (%)86.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum9
Range9
Interquartile range0

Descriptive statistics

Standard deviation0.1107574063
Coef of variation15.82201075
Kurtosis1151.867594
Mean0.007000210533
MAD0.01392204793
Skewness27.04350471
Sum1862
Variance0.01226720306
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 264503 86.0%
 
1 1292 0.4%
 
2 106 < 0.1%
 
3 45 < 0.1%
 
4 26 < 0.1%
 
5 9 < 0.1%
 
6 8 < 0.1%
 
9 2 < 0.1%
 
8 1 < 0.1%
 
(Missing) 41519 13.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 264503 86.0%
 
1 1292 0.4%
 
2 106 < 0.1%
 
3 45 < 0.1%
 
4 26 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
9 2 < 0.1%
 
8 1 < 0.1%
 
6 8 < 0.1%
 
5 9 < 0.1%
 
4 26 < 0.1%
 

AMT_REQ_CREDIT_BUREAU_HOUR
Numeric

Distinct count6
Unique (%)< 0.1%
Missing (%)13.5%
Missing (n)41519
Infinite (%)0.0%
Infinite (n)0
Mean0.006402448194
Minimum0
Maximum4
Zeros (%)86.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.08384912845
Coef of variation13.09641654
Kurtosis254.2436197
Mean0.006402448194
MAD0.01272662049
Skewness14.53406206
Sum1703
Variance0.007030676341
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
0 264366 86.0%
 
1 1560 0.5%
 
2 56 < 0.1%
 
3 9 < 0.1%
 
4 1 < 0.1%
 
(Missing) 41519 13.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 264366 86.0%
 
1 1560 0.5%
 
2 56 < 0.1%
 
3 9 < 0.1%
 
4 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4 1 < 0.1%
 
3 9 < 0.1%
 
2 56 < 0.1%
 
1 1560 0.5%
 
0 264366 86.0%
 

AMT_REQ_CREDIT_BUREAU_MON
Numeric

Distinct count25
Unique (%)< 0.1%
Missing (%)13.5%
Missing (n)41519
Infinite (%)0.0%
Infinite (n)0
Mean0.26739526
Minimum0
Maximum27
Zeros (%)72.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum27
Range27
Interquartile range0

Descriptive statistics

Standard deviation0.9160023962
Coef of variation3.425649341
Kurtosis90.4348572
Mean0.26739526
MAD0.4468108125
Skewness7.804848087
Sum71125
Variance0.8390603898
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=25)
ValueCountFrequency (%) 
0 222233 72.3%
 
1 33147 10.8%
 
2 5386 1.8%
 
3 1991 0.6%
 
4 1076 0.3%
 
5 602 0.2%
 
6 343 0.1%
 
7 298 0.1%
 
9 206 0.1%
 
8 185 0.1%
 
Other values (14) 525 0.2%
 
(Missing) 41519 13.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 222233 72.3%
 
1 33147 10.8%
 
2 5386 1.8%
 
3 1991 0.6%
 
4 1076 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
27 1 < 0.1%
 
24 1 < 0.1%
 
23 1 < 0.1%
 
22 1 < 0.1%
 
19 3 < 0.1%
 

AMT_REQ_CREDIT_BUREAU_QRT
Numeric

Distinct count12
Unique (%)< 0.1%
Missing (%)13.5%
Missing (n)41519
Infinite (%)0.0%
Infinite (n)0
Mean0.2654741496
Minimum0
Maximum261
Zeros (%)70.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile2
Maximum261
Range261
Interquartile range0

Descriptive statistics

Standard deviation0.7940556483
Coef of variation2.991084629
Kurtosis43707.46475
Mean0.2654741496
MAD0.4299952245
Skewness134.365776
Sum70614
Variance0.6305243726
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%) 
0 215417 70.1%
 
1 33862 11.0%
 
2 14412 4.7%
 
3 1717 0.6%
 
4 476 0.2%
 
5 64 < 0.1%
 
6 28 < 0.1%
 
7 7 < 0.1%
 
8 7 < 0.1%
 
19 1 < 0.1%
 
(Missing) 41519 13.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 215417 70.1%
 
1 33862 11.0%
 
2 14412 4.7%
 
3 1717 0.6%
 
4 476 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
261 1 < 0.1%
 
19 1 < 0.1%
 
8 7 < 0.1%
 
7 7 < 0.1%
 
6 28 < 0.1%
 

AMT_REQ_CREDIT_BUREAU_WEEK
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)13.5%
Missing (n)41519
Infinite (%)0.0%
Infinite (n)0
Mean0.0343619357
Minimum0
Maximum8
Zeros (%)83.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum8
Range8
Interquartile range0

Descriptive statistics

Standard deviation0.2046848758
Coef of variation5.956732985
Kurtosis166.75223
Mean0.0343619357
MAD0.06651844053
Skewness9.293572552
Sum9140
Variance0.04189589839
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 257456 83.7%
 
1 8208 2.7%
 
2 199 0.1%
 
3 58 < 0.1%
 
4 34 < 0.1%
 
6 20 < 0.1%
 
5 10 < 0.1%
 
8 5 < 0.1%
 
7 2 < 0.1%
 
(Missing) 41519 13.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 257456 83.7%
 
1 8208 2.7%
 
2 199 0.1%
 
3 58 < 0.1%
 
4 34 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
8 5 < 0.1%
 
7 2 < 0.1%
 
6 20 < 0.1%
 
5 10 < 0.1%
 
4 34 < 0.1%
 

AMT_REQ_CREDIT_BUREAU_YEAR
Numeric

Distinct count26
Unique (%)< 0.1%
Missing (%)13.5%
Missing (n)41519
Infinite (%)0.0%
Infinite (n)0
Mean1.899974435
Minimum0
Maximum25
Zeros (%)23.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q33
95-th percentile6
Maximum25
Range25
Interquartile range3

Descriptive statistics

Standard deviation1.869294998
Coef of variation0.9838527106
Kurtosis1.969034037
Mean1.899974435
MAD1.454802727
Skewness1.243590004
Sum505378
Variance3.49426379
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%) 
0 71801 23.3%
 
1 63405 20.6%
 
2 50192 16.3%
 
3 33628 10.9%
 
4 20714 6.7%
 
5 12052 3.9%
 
6 6967 2.3%
 
7 3869 1.3%
 
8 2127 0.7%
 
9 1096 0.4%
 
Other values (15) 141 < 0.1%
 
(Missing) 41519 13.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 71801 23.3%
 
1 63405 20.6%
 
2 50192 16.3%
 
3 33628 10.9%
 
4 20714 6.7%
 

Maximum 5 values

ValueCountFrequency (%) 
25 1 < 0.1%
 
23 1 < 0.1%
 
22 1 < 0.1%
 
21 1 < 0.1%
 
20 1 < 0.1%
 

APARTMENTS_AVG
Numeric

Distinct count2340
Unique (%)0.8%
Missing (%)50.7%
Missing (n)156061
Infinite (%)0.0%
Infinite (n)0
Mean0.1174404992
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0082
Q10.0577
Median0.0876
Q30.1485
95-th percentile0.3268
Maximum1
Range1
Interquartile range0.0908

Descriptive statistics

Standard deviation0.1082402913
Coef of variation0.9216606883
Kurtosis11.39376679
Mean0.1174404992
MAD0.07328633617
Skewness2.641835786
Sum17786.3636
Variance0.01171596066
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0825 6663 2.2%
 
0.0619 6332 2.1%
 
0.0928 4404 1.4%
 
0.0722 3986 1.3%
 
0.0082 3507 1.1%
 
0.0165 3027 1.0%
 
0.1031 2892 0.9%
 
0.1485 2769 0.9%
 
0.0124 2721 0.9%
 
0.0742 2231 0.7%
 
Other values (2329) 112918 36.7%
 
(Missing) 156061 50.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 751 0.2%
 
0.001 197 0.1%
 
0.0014 1 < 0.1%
 
0.0015 6 < 0.1%
 
0.0017 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 147 < 0.1%
 
0.9907 2 < 0.1%
 
0.9897 1 < 0.1%
 
0.9876 7 < 0.1%
 
0.9814 9 < 0.1%
 

APARTMENTS_MEDI
Numeric

Distinct count1149
Unique (%)0.4%
Missing (%)50.7%
Missing (n)156061
Infinite (%)0.0%
Infinite (n)0
Mean0.1178499208
Minimum0
Maximum1
Zeros (%)0.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0083
Q10.0583
Median0.0864
Q30.1489
95-th percentile0.33
Maximum1
Range1
Interquartile range0.0906

Descriptive statistics

Standard deviation0.109075906
Coef of variation0.9255492519
Kurtosis11.24218957
Mean0.1178499208
MAD0.07375273042
Skewness2.639255507
Sum17848.3705
Variance0.01189755327
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0833 7109 2.3%
 
0.0625 6687 2.2%
 
0.0937 4622 1.5%
 
0.0729 4211 1.4%
 
0.0083 3562 1.2%
 
0.0167 3098 1.0%
 
0.1041 3097 1.0%
 
0.1499 2992 1.0%
 
0.0125 2801 0.9%
 
0.0749 2559 0.8%
 
Other values (1138) 110712 36.0%
 
(Missing) 156061 50.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 771 0.3%
 
0.001 199 0.1%
 
0.0016 6 < 0.1%
 
0.0021 808 0.3%
 
0.0026 13 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 142 < 0.1%
 
0.9993 1 < 0.1%
 
0.9972 7 < 0.1%
 
0.991 9 < 0.1%
 
0.9899 1 < 0.1%
 

APARTMENTS_MODE
Numeric

Distinct count761
Unique (%)0.2%
Missing (%)50.7%
Missing (n)156061
Infinite (%)0.0%
Infinite (n)0
Mean0.1142310069
Minimum0
Maximum1
Zeros (%)0.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0084
Q10.0525
Median0.084
Q30.1439
95-th percentile0.3193
Maximum1
Range1
Interquartile range0.0914

Descriptive statistics

Standard deviation0.1079360391
Coef of variation0.9448926521
Kurtosis11.74605563
Mean0.1142310069
MAD0.07243614951
Skewness2.703051654
Sum17300.286
Variance0.01165018853
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.084 7522 2.4%
 
0.063 7451 2.4%
 
0.0945 4757 1.5%
 
0.0735 4388 1.4%
 
0.0084 3970 1.3%
 
0.0168 3324 1.1%
 
0.105 3116 1.0%
 
0.1513 3039 1.0%
 
0.0126 3034 1.0%
 
0.0756 2973 1.0%
 
Other values (750) 107876 35.1%
 
(Missing) 156061 50.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 976 0.3%
 
0.0011 285 0.1%
 
0.0021 1006 0.3%
 
0.0032 431 0.1%
 
0.0042 1069 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
1 150 < 0.1%
 
0.9989 1 < 0.1%
 
0.9947 1 < 0.1%
 
0.9884 1 < 0.1%
 
0.9853 1 < 0.1%
 

BASEMENTAREA_AVG
Numeric

Distinct count3781
Unique (%)1.2%
Missing (%)58.5%
Missing (n)179943
Infinite (%)0.0%
Infinite (n)0
Mean0.08844221905
Minimum0
Maximum1
Zeros (%)4.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0442
Median0.0763
Q30.1122
95-th percentile0.2237
Maximum1
Range1
Interquartile range0.068

Descriptive statistics

Standard deviation0.08243815874
Coef of variation0.9321131878
Kurtosis25.93012027
Mean0.08844221905
MAD0.05236142445
Skewness3.566306126
Sum11282.397
Variance0.006796050016
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 14745 4.8%
 
0.0545 251 0.1%
 
0.0818 251 0.1%
 
0.0727 248 0.1%
 
0.1091 246 0.1%
 
0.0796 245 0.1%
 
0.08 239 0.1%
 
0.0805 230 0.1%
 
0.0764 220 0.1%
 
0.0793 211 0.1%
 
Other values (3770) 110682 36.0%
 
(Missing) 179943 58.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 14745 4.8%
 
0.0001 99 < 0.1%
 
0.0002 38 < 0.1%
 
0.0003 8 < 0.1%
 
0.0004 33 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 130 < 0.1%
 
0.9945 1 < 0.1%
 
0.9694 2 < 0.1%
 
0.9682 1 < 0.1%
 
0.9677 1 < 0.1%
 

BASEMENTAREA_MEDI
Numeric

Distinct count3773
Unique (%)1.2%
Missing (%)58.5%
Missing (n)179943
Infinite (%)0.0%
Infinite (n)0
Mean0.08795485467
Minimum0
Maximum1
Zeros (%)4.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0437
Median0.0758
Q30.1116
95-th percentile0.2231
Maximum1
Range1
Interquartile range0.0679

Descriptive statistics

Standard deviation0.08217874951
Coef of variation0.9343287511
Kurtosis25.82976083
Mean0.08795485467
MAD0.05224764411
Skewness3.553039527
Sum11220.2249
Variance0.006753346872
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 14991 4.9%
 
0.0818 271 0.1%
 
0.1091 266 0.1%
 
0.0545 265 0.1%
 
0.0727 248 0.1%
 
0.0796 246 0.1%
 
0.08 240 0.1%
 
0.0805 234 0.1%
 
0.0655 221 0.1%
 
0.0797 209 0.1%
 
Other values (3762) 110377 35.9%
 
(Missing) 179943 58.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 14991 4.9%
 
0.0001 106 < 0.1%
 
0.0002 39 < 0.1%
 
0.0003 8 < 0.1%
 
0.0004 31 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 130 < 0.1%
 
0.9945 1 < 0.1%
 
0.9694 2 < 0.1%
 
0.9682 1 < 0.1%
 
0.9677 1 < 0.1%
 

BASEMENTAREA_MODE
Numeric

Distinct count3842
Unique (%)1.2%
Missing (%)58.5%
Missing (n)179943
Infinite (%)0.0%
Infinite (n)0
Mean0.08754321225
Minimum0
Maximum1
Zeros (%)5.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0407
Median0.0746
Q30.1124
95-th percentile0.2277
Maximum1
Range1
Interquartile range0.0717

Descriptive statistics

Standard deviation0.08430717487
Coef of variation0.963034971
Kurtosis24.43118634
Mean0.08754321225
MAD0.05376134996
Skewness3.481532853
Sum11167.7125
Variance0.007107699734
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 16598 5.4%
 
0.0566 269 0.1%
 
0.0849 265 0.1%
 
0.0642 253 0.1%
 
0.083 251 0.1%
 
0.1132 243 0.1%
 
0.0792 241 0.1%
 
0.0826 238 0.1%
 
0.0679 222 0.1%
 
0.0755 215 0.1%
 
Other values (3831) 108773 35.4%
 
(Missing) 179943 58.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 16598 5.4%
 
0.0001 105 < 0.1%
 
0.0002 41 < 0.1%
 
0.0003 10 < 0.1%
 
0.0004 33 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 133 < 0.1%
 
0.991 2 < 0.1%
 
0.9842 2 < 0.1%
 
0.9787 4 < 0.1%
 
0.9578 1 < 0.1%
 

CNT_CHILDREN
Numeric

Distinct count15
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.4170517477
Minimum0
Maximum19
Zeros (%)70.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile2
Maximum19
Range19
Interquartile range1

Descriptive statistics

Standard deviation0.7221213844
Coef of variation1.731491088
Kurtosis7.904106359
Mean0.4170517477
MAD0.5841797657
Skewness1.97460447
Sum128248
Variance0.5214592939
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=15)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 4.5 5.5 7.5 19. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 215371 70.0%
 
1 61119 19.9%
 
2 26749 8.7%
 
3 3717 1.2%
 
4 429 0.1%
 
5 84 < 0.1%
 
6 21 < 0.1%
 
7 7 < 0.1%
 
14 3 < 0.1%
 
19 2 < 0.1%
 
Other values (5) 9 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 215371 70.0%
 
1 61119 19.9%
 
2 26749 8.7%
 
3 3717 1.2%
 
4 429 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
19 2 < 0.1%
 
14 3 < 0.1%
 
12 2 < 0.1%
 
11 1 < 0.1%
 
10 2 < 0.1%
 

CNT_FAM_MEMBERS
Numeric

Distinct count18
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)2
Infinite (%)0.0%
Infinite (n)0
Mean2.15266545
Minimum1
Maximum20
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median2
Q33
95-th percentile4
Maximum20
Range19
Interquartile range1

Descriptive statistics

Standard deviation0.9106815692
Coef of variation0.4230483511
Kurtosis2.801976981
Mean2.15266545
MAD0.6658701732
Skewness0.9875428137
Sum661964
Variance0.8293409204
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=18)
ValueCountFrequency (%) 
2 158357 51.5%
 
1 67847 22.1%
 
3 52601 17.1%
 
4 24697 8.0%
 
5 3478 1.1%
 
6 408 0.1%
 
7 81 < 0.1%
 
8 20 < 0.1%
 
9 6 < 0.1%
 
10 3 < 0.1%
 
Other values (7) 11 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 67847 22.1%
 
2 158357 51.5%
 
3 52601 17.1%
 
4 24697 8.0%
 
5 3478 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
20 2 < 0.1%
 
16 2 < 0.1%
 
15 1 < 0.1%
 
14 2 < 0.1%
 
13 1 < 0.1%
 

CODE_GENDER
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
F
202448
M
105059
XNA
 
4
ValueCountFrequency (%) 
F 202448 65.8%
 
M 105059 34.2%
 
XNA 4 < 0.1%
 
Max length3
Mean length1.000026015
Min length1
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

COMMONAREA_AVG
Numeric

Distinct count3182
Unique (%)1.0%
Missing (%)69.9%
Missing (n)214865
Infinite (%)0.0%
Infinite (n)0
Mean0.04462071541
Minimum0
Maximum1
Zeros (%)2.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0078
Median0.0211
Q30.0515
95-th percentile0.1601
Maximum1
Range1
Interquartile range0.0437

Descriptive statistics

Standard deviation0.07603574505
Coef of variation1.704045853
Kurtosis45.98801696
Mean0.04462071541
MAD0.04202350883
Skewness5.457305396
Sum4133.9308
Variance0.005781434525
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 8442 2.7%
 
0.0079 544 0.2%
 
0.0078 475 0.2%
 
0.008 446 0.1%
 
0.0077 414 0.1%
 
0.0086 365 0.1%
 
0.0014 345 0.1%
 
0.007 343 0.1%
 
0.0013 317 0.1%
 
0.0069 314 0.1%
 
Other values (3171) 80641 26.2%
 
(Missing) 214865 69.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 8442 2.7%
 
0.0001 45 < 0.1%
 
0.0002 67 < 0.1%
 
0.0003 84 < 0.1%
 
0.0004 62 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 92 < 0.1%
 
0.9937 2 < 0.1%
 
0.9906 2 < 0.1%
 
0.9833 1 < 0.1%
 
0.9601 1 < 0.1%
 

COMMONAREA_MEDI
Numeric

Distinct count3203
Unique (%)1.0%
Missing (%)69.9%
Missing (n)214865
Infinite (%)0.0%
Infinite (n)0
Mean0.04459510179
Minimum0
Maximum1
Zeros (%)2.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0079
Median0.0208
Q30.0513
95-th percentile0.1609
Maximum1
Range1
Interquartile range0.0434

Descriptive statistics

Standard deviation0.07614426224
Coef of variation1.707457976
Kurtosis45.26358612
Mean0.04459510179
MAD0.04212149949
Skewness5.419238452
Sum4131.5578
Variance0.005797948672
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 8691 2.8%
 
0.0079 581 0.2%
 
0.008 486 0.2%
 
0.0078 481 0.2%
 
0.0014 377 0.1%
 
0.0086 376 0.1%
 
0.0081 337 0.1%
 
0.0071 336 0.1%
 
0.0087 309 0.1%
 
0.0012 308 0.1%
 
Other values (3192) 80364 26.1%
 
(Missing) 214865 69.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 8691 2.8%
 
0.0001 57 < 0.1%
 
0.0002 49 < 0.1%
 
0.0003 73 < 0.1%
 
0.0004 63 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 90 < 0.1%
 
0.9969 2 < 0.1%
 
0.9896 1 < 0.1%
 
0.9662 1 < 0.1%
 
0.9613 1 < 0.1%
 

COMMONAREA_MODE
Numeric

Distinct count3129
Unique (%)1.0%
Missing (%)69.9%
Missing (n)214865
Infinite (%)0.0%
Infinite (n)0
Mean0.04255313775
Minimum0
Maximum1
Zeros (%)3.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0072
Median0.019
Q30.049
95-th percentile0.1532
Maximum1
Range1
Interquartile range0.0418

Descriptive statistics

Standard deviation0.07444452254
Coef of variation1.749448489
Kurtosis48.86099191
Mean0.04255313775
MAD0.04077390279
Skewness5.620589225
Sum3942.378
Variance0.005541986936
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 9690 3.2%
 
0.008 546 0.2%
 
0.0079 543 0.2%
 
0.0078 518 0.2%
 
0.0081 416 0.1%
 
0.0087 397 0.1%
 
0.0014 394 0.1%
 
0.007 363 0.1%
 
0.0071 341 0.1%
 
0.0012 332 0.1%
 
Other values (3118) 79106 25.7%
 
(Missing) 214865 69.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 9690 3.2%
 
0.0001 60 < 0.1%
 
0.0002 52 < 0.1%
 
0.0003 68 < 0.1%
 
0.0004 63 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 89 < 0.1%
 
0.9997 2 < 0.1%
 
0.9923 1 < 0.1%
 
0.9689 1 < 0.1%
 
0.9639 1 < 0.1%
 

DAYS_BIRTH
Numeric

Distinct count17460
Unique (%)5.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-16036.99507
Minimum-25229
Maximum-7489
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-25229
5-th percentile-23204
Q1-19682
Median-15750
Q3-12413
95-th percentile-9407
Maximum-7489
Range17740
Interquartile range7269

Descriptive statistics

Standard deviation4363.988632
Coef of variation-0.2721200957
Kurtosis-1.04912577
Mean-16036.99507
MAD3728.371854
Skewness-0.1156733117
Sum-4931552390
Variance19044396.78
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-25229. -25198.5 -25016.5 -24835.5 -24625.5 ... -8448.5 -8400.5 -8052.5 -7674.5 -7489. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-13749 43 < 0.1%
 
-13481 42 < 0.1%
 
-18248 41 < 0.1%
 
-10020 41 < 0.1%
 
-15771 40 < 0.1%
 
-10292 40 < 0.1%
 
-14395 39 < 0.1%
 
-14267 39 < 0.1%
 
-13263 39 < 0.1%
 
-11664 39 < 0.1%
 
Other values (17450) 307108 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
-25229 1 < 0.1%
 
-25201 2 < 0.1%
 
-25200 1 < 0.1%
 
-25197 2 < 0.1%
 
-25196 4 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
-7489 1 < 0.1%
 
-7673 1 < 0.1%
 
-7676 2 < 0.1%
 
-7678 3 < 0.1%
 
-7679 1 < 0.1%
 

DAYS_EMPLOYED
Numeric

Distinct count12574
Unique (%)4.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean63815.0459
Minimum-17912
Maximum365243
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum-17912
5-th percentile-6742.5
Q1-2760
Median-1213
Q3-289
95-th percentile365243
Maximum365243
Range383155
Interquartile range2471

Descriptive statistics

Standard deviation141275.7665
Coef of variation2.213831621
Kurtosis0.7716123807
Mean63815.0459
MAD108557.2323
Skewness1.664346198
Sum1.962382858e+10
Variance1.995884221e+10
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.791200e+04 -1.666450e+04 -1.554250e+04 -1.448000e+04 -1.358250e+04 ... -7.250000e+01 -4.050000e+01 -5.000000e-01 1.826215e+05 3.652430e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
365243 55374 18.0%
 
-200 156 0.1%
 
-224 152 < 0.1%
 
-199 151 < 0.1%
 
-230 151 < 0.1%
 
-212 150 < 0.1%
 
-229 143 < 0.1%
 
-384 143 < 0.1%
 
-231 140 < 0.1%
 
-215 138 < 0.1%
 
Other values (12564) 250813 81.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-17912 1 < 0.1%
 
-17583 1 < 0.1%
 
-17546 1 < 0.1%
 
-17531 1 < 0.1%
 
-17522 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
365243 55374 18.0%
 
0 2 < 0.1%
 
-1 1 < 0.1%
 
-2 2 < 0.1%
 
-3 3 < 0.1%
 

DAYS_ID_PUBLISH
Numeric

Distinct count6168
Unique (%)2.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-2994.202373
Minimum-7197
Maximum0
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum-7197
5-th percentile-4944
Q1-4299
Median-3254
Q3-1720
95-th percentile-375
Maximum0
Range7197
Interquartile range2579

Descriptive statistics

Standard deviation1509.450419
Coef of variation-0.5041243813
Kurtosis-1.106807894
Mean-2994.202373
MAD1316.242613
Skewness0.3493274932
Sum-920750166
Variance2278440.567
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-7.1970e+03 -6.2695e+03 -6.1655e+03 -6.0965e+03 -5.7435e+03 ... -8.5500e+01 -2.2500e+01 -8.5000e+00 -5.5000e+00 0.0000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-4053 169 0.1%
 
-4095 162 0.1%
 
-4046 161 0.1%
 
-4417 159 0.1%
 
-4256 158 0.1%
 
-4151 157 0.1%
 
-4032 157 0.1%
 
-4200 156 0.1%
 
-4214 155 0.1%
 
-4171 155 0.1%
 
Other values (6158) 305922 99.5%
 

Minimum 5 values

ValueCountFrequency (%) 
-7197 1 < 0.1%
 
-6551 1 < 0.1%
 
-6383 1 < 0.1%
 
-6337 1 < 0.1%
 
-6274 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0 16 < 0.1%
 
-1 64 < 0.1%
 
-2 50 < 0.1%
 
-3 51 < 0.1%
 
-4 57 < 0.1%
 

DAYS_LAST_PHONE_CHANGE
Numeric

Distinct count3774
Unique (%)1.2%
Missing (%)< 0.1%
Missing (n)1
Infinite (%)0.0%
Infinite (n)0
Mean-962.8587883
Minimum-4292
Maximum0
Zeros (%)12.3%
Mini histogram

Quantile statistics

Minimum-4292
5-th percentile-2522
Q1-1570
Median-757
Q3-274
95-th percentile0
Maximum0
Range4292
Interquartile range1296

Descriptive statistics

Standard deviation826.808487
Coef of variation-0.858701709
Kurtosis-0.3085799414
Mean-962.8587883
MAD696.2769861
Skewness-0.7136056679
Sum-296088706
Variance683612.2742
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 37672 12.3%
 
-1 2812 0.9%
 
-2 2318 0.8%
 
-3 1763 0.6%
 
-4 1285 0.4%
 
-5 824 0.3%
 
-6 537 0.2%
 
-7 442 0.1%
 
-8 278 0.1%
 
-476 222 0.1%
 
Other values (3763) 259357 84.3%
 

Minimum 5 values

ValueCountFrequency (%) 
-4292 1 < 0.1%
 
-4185 1 < 0.1%
 
-4173 1 < 0.1%
 
-4153 1 < 0.1%
 
-4131 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0 37672 12.3%
 
-1 2812 0.9%
 
-2 2318 0.8%
 
-3 1763 0.6%
 
-4 1285 0.4%
 

DAYS_REGISTRATION
Numeric

Distinct count15688
Unique (%)5.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-4986.120328
Minimum-24672
Maximum0
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum-24672
5-th percentile-11416
Q1-7479.5
Median-4504
Q3-2010
95-th percentile-330
Maximum0
Range24672
Interquartile range5469.5

Descriptive statistics

Standard deviation3522.886321
Coef of variation-0.706538569
Kurtosis-0.3213466019
Mean-4986.120328
MAD2915.43984
Skewness-0.5908716157
Sum-1533286848
Variance12410728.03
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-2.46720e+04 -2.09110e+04 -1.84015e+04 -1.73355e+04 -1.65365e+04 ... -9.25000e+01 -2.35000e+01 -7.50000e+00 -5.00000e-01 0.00000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1 113 < 0.1%
 
-7 98 < 0.1%
 
-6 96 < 0.1%
 
-2 92 < 0.1%
 
-4 92 < 0.1%
 
-5 86 < 0.1%
 
-9 84 < 0.1%
 
-3 84 < 0.1%
 
0 80 < 0.1%
 
-21 80 < 0.1%
 
Other values (15678) 306606 99.7%
 

Minimum 5 values

ValueCountFrequency (%) 
-24672 1 < 0.1%
 
-23738 1 < 0.1%
 
-23416 1 < 0.1%
 
-22928 1 < 0.1%
 
-22858 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0 80 < 0.1%
 
-1 113 < 0.1%
 
-2 92 < 0.1%
 
-3 84 < 0.1%
 
-4 92 < 0.1%
 

DEF_30_CNT_SOCIAL_CIRCLE
Numeric

Distinct count11
Unique (%)< 0.1%
Missing (%)0.3%
Missing (n)1021
Infinite (%)0.0%
Infinite (n)0
Mean0.1434206663
Minimum0
Maximum34
Zeros (%)88.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum34
Range34
Interquartile range0

Descriptive statistics

Standard deviation0.4466984294
Coef of variation3.114602944
Kurtosis126.3124449
Mean0.1434206663
MAD0.2539297781
Skewness5.183517952
Sum43957
Variance0.1995394868
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
0 271324 88.2%
 
1 28328 9.2%
 
2 5323 1.7%
 
3 1192 0.4%
 
4 253 0.1%
 
5 56 < 0.1%
 
6 11 < 0.1%
 
7 1 < 0.1%
 
8 1 < 0.1%
 
34 1 < 0.1%
 
(Missing) 1021 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 271324 88.2%
 
1 28328 9.2%
 
2 5323 1.7%
 
3 1192 0.4%
 
4 253 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
34 1 < 0.1%
 
8 1 < 0.1%
 
7 1 < 0.1%
 
6 11 < 0.1%
 
5 56 < 0.1%
 

DEF_60_CNT_SOCIAL_CIRCLE
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.3%
Missing (n)1021
Infinite (%)0.0%
Infinite (n)0
Mean0.1000489412
Minimum0
Maximum24
Zeros (%)91.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum24
Range24
Interquartile range0

Descriptive statistics

Standard deviation0.362290804
Coef of variation3.621135811
Kurtosis86.56285559
Mean0.1000489412
MAD0.1832740959
Skewness5.277878293
Sum30664
Variance0.1312546266
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 280721 91.3%
 
1 21841 7.1%
 
2 3170 1.0%
 
3 598 0.2%
 
4 135 < 0.1%
 
5 20 < 0.1%
 
6 3 < 0.1%
 
24 1 < 0.1%
 
7 1 < 0.1%
 
(Missing) 1021 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 280721 91.3%
 
1 21841 7.1%
 
2 3170 1.0%
 
3 598 0.2%
 
4 135 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
24 1 < 0.1%
 
7 1 < 0.1%
 
6 3 < 0.1%
 
5 20 < 0.1%
 
4 135 < 0.1%
 

ELEVATORS_AVG
Numeric

Distinct count258
Unique (%)0.1%
Missing (%)53.3%
Missing (n)163891
Infinite (%)0.0%
Infinite (n)0
Mean0.07894151232
Minimum0
Maximum1
Zeros (%)27.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.12
95-th percentile0.36
Maximum1
Range1
Interquartile range0.12

Descriptive statistics

Standard deviation0.1345760011
Coef of variation1.704755801
Kurtosis7.869390119
Mean0.07894151232
MAD0.09788047262
Skewness2.439428669
Sum11337.58
Variance0.01811070007
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 85718 27.9%
 
0.08 9886 3.2%
 
0.16 8806 2.9%
 
0.24 6071 2.0%
 
0.12 5593 1.8%
 
0.04 4585 1.5%
 
0.2 4072 1.3%
 
0.32 2788 0.9%
 
0.28 2272 0.7%
 
0.4 1532 0.5%
 
Other values (247) 12297 4.0%
 
(Missing) 163891 53.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 85718 27.9%
 
0.002 1 < 0.1%
 
0.0024 1 < 0.1%
 
0.0048 3 < 0.1%
 
0.0064 5 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 158 0.1%
 
0.96 81 < 0.1%
 
0.9332 2 < 0.1%
 
0.92 20 < 0.1%
 
0.9 6 < 0.1%
 

ELEVATORS_MEDI
Numeric

Distinct count47
Unique (%)< 0.1%
Missing (%)53.3%
Missing (n)163891
Infinite (%)0.0%
Infinite (n)0
Mean0.07807784431
Minimum0
Maximum1
Zeros (%)28.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.12
95-th percentile0.36
Maximum1
Range1
Interquartile range0.12

Descriptive statistics

Standard deviation0.1344671477
Coef of variation1.722219009
Kurtosis7.963978005
Mean0.07807784431
MAD0.09759007144
Skewness2.457824084
Sum11213.54
Variance0.01808141381
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=47)
ValueCountFrequency (%) 
0 87026 28.3%
 
0.08 10832 3.5%
 
0.16 9278 3.0%
 
0.24 6392 2.1%
 
0.12 5946 1.9%
 
0.04 4852 1.6%
 
0.2 4162 1.4%
 
0.32 2937 1.0%
 
0.28 2317 0.8%
 
0.4 1604 0.5%
 
Other values (36) 8274 2.7%
 
(Missing) 163891 53.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 87026 28.3%
 
0.02 368 0.1%
 
0.04 4852 1.6%
 
0.06 388 0.1%
 
0.08 10832 3.5%
 

Maximum 5 values

ValueCountFrequency (%) 
1 158 0.1%
 
0.96 81 < 0.1%
 
0.92 20 < 0.1%
 
0.9 6 < 0.1%
 
0.88 68 < 0.1%
 

ELEVATORS_MODE
Numeric

Distinct count27
Unique (%)< 0.1%
Missing (%)53.3%
Missing (n)163891
Infinite (%)0.0%
Infinite (n)0
Mean0.07448973611
Minimum0
Maximum1
Zeros (%)29.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.1208
95-th percentile0.3222
Maximum1
Range1
Interquartile range0.1208

Descriptive statistics

Standard deviation0.1322561442
Coef of variation1.775494868
Kurtosis8.597942866
Mean0.07448973611
MAD0.09515933095
Skewness2.552281099
Sum10698.2159
Variance0.01749168767
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=27)
ValueCountFrequency (%) 
0 89498 29.1%
 
0.0806 11629 3.8%
 
0.1611 9675 3.1%
 
0.2417 6379 2.1%
 
0.1208 5734 1.9%
 
0.0403 4876 1.6%
 
0.2014 3962 1.3%
 
0.3222 2887 0.9%
 
0.282 2135 0.7%
 
0.4028 1554 0.5%
 
Other values (16) 5291 1.7%
 
(Missing) 163891 53.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 89498 29.1%
 
0.0403 4876 1.6%
 
0.0806 11629 3.8%
 
0.1208 5734 1.9%
 
0.1611 9675 3.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 144 < 0.1%
 
0.9667 87 < 0.1%
 
0.9264 20 < 0.1%
 
0.8862 66 < 0.1%
 
0.8459 34 < 0.1%
 

EMERGENCYSTATE_MODE
Boolean

Distinct count3
Unique (%)< 0.1%
Missing (%)47.4%
Missing (n)145755
No
159428
Yes
 
2328
(Missing)
145755
ValueCountFrequency (%) 
No 159428 51.8%
 
Yes 2328 0.8%
 
(Missing) 145755 47.4%
 

ENTRANCES_AVG
Numeric

Distinct count286
Unique (%)0.1%
Missing (%)50.3%
Missing (n)154828
Infinite (%)0.0%
Infinite (n)0
Mean0.1497246701
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0345
Q10.069
Median0.1379
Q30.2069
95-th percentile0.3103
Maximum1
Range1
Interquartile range0.1379

Descriptive statistics

Standard deviation0.1000491208
Coef of variation0.6682206794
Kurtosis11.5932117
Mean0.1497246701
MAD0.06996517838
Skewness2.399716697
Sum22860.4118
Variance0.01000982656
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.1379 34007 11.1%
 
0.069 22956 7.5%
 
0.1034 19533 6.4%
 
0.2069 19062 6.2%
 
0.0345 15380 5.0%
 
0.1724 9185 3.0%
 
0.2759 7895 2.6%
 
0.2414 4165 1.4%
 
0.3448 2066 0.7%
 
0.3103 2049 0.7%
 
Other values (275) 16385 5.3%
 
(Missing) 154828 50.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 323 0.1%
 
0.0055 1 < 0.1%
 
0.0086 2 < 0.1%
 
0.0114 1 < 0.1%
 
0.0172 7 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 153 < 0.1%
 
0.9655 25 < 0.1%
 
0.931 21 < 0.1%
 
0.8966 52 < 0.1%
 
0.8621 14 < 0.1%
 

ENTRANCES_MEDI
Numeric

Distinct count47
Unique (%)< 0.1%
Missing (%)50.3%
Missing (n)154828
Infinite (%)0.0%
Infinite (n)0
Mean0.1492127807
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0345
Q10.069
Median0.1379
Q30.2069
95-th percentile0.3103
Maximum1
Range1
Interquartile range0.1379

Descriptive statistics

Standard deviation0.1003683945
Coef of variation0.6726527983
Kurtosis11.47406674
Mean0.1492127807
MAD0.07026056282
Skewness2.387710998
Sum22782.255
Variance0.01007381461
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=47)
ValueCountFrequency (%) 
0.1379 35535 11.6%
 
0.069 24193 7.9%
 
0.1034 20492 6.7%
 
0.2069 19750 6.4%
 
0.0345 16150 5.3%
 
0.1724 9566 3.1%
 
0.2759 8048 2.6%
 
0.2414 4318 1.4%
 
0.3448 2108 0.7%
 
0.3103 2086 0.7%
 
Other values (36) 10437 3.4%
 
(Missing) 154828 50.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 329 0.1%
 
0.0172 7 < 0.1%
 
0.0345 16150 5.3%
 
0.0517 611 0.2%
 
0.069 24193 7.9%
 

Maximum 5 values

ValueCountFrequency (%) 
1 153 < 0.1%
 
0.9655 25 < 0.1%
 
0.931 21 < 0.1%
 
0.8966 52 < 0.1%
 
0.8621 14 < 0.1%
 

ENTRANCES_MODE
Numeric

Distinct count31
Unique (%)< 0.1%
Missing (%)50.3%
Missing (n)154828
Infinite (%)0.0%
Infinite (n)0
Mean0.1451926586
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0345
Q10.069
Median0.1379
Q30.2069
95-th percentile0.3103
Maximum1
Range1
Interquartile range0.1379

Descriptive statistics

Standard deviation0.1009769882
Coef of variation0.6954689659
Kurtosis11.42245778
Mean0.1451926586
MAD0.07024146313
Skewness2.392343316
Sum22168.4507
Variance0.01019635214
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%) 
0.1379 36041 11.7%
 
0.069 26704 8.7%
 
0.1034 20533 6.7%
 
0.2069 19678 6.4%
 
0.0345 19428 6.3%
 
0.1724 8986 2.9%
 
0.2759 8036 2.6%
 
0.2414 4013 1.3%
 
0.3448 2046 0.7%
 
0.3103 2014 0.7%
 
Other values (20) 5204 1.7%
 
(Missing) 154828 50.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 387 0.1%
 
0.0345 19428 6.3%
 
0.069 26704 8.7%
 
0.1034 20533 6.7%
 
0.1379 36041 11.7%
 

Maximum 5 values

ValueCountFrequency (%) 
1 152 < 0.1%
 
0.9655 25 < 0.1%
 
0.931 21 < 0.1%
 
0.8966 52 < 0.1%
 
0.8621 14 < 0.1%
 

EXT_SOURCE_1
Numeric

Distinct count114585
Unique (%)37.3%
Missing (%)56.4%
Missing (n)173378
Infinite (%)0.0%
Infinite (n)0
Mean0.5021298057
Minimum0.01456813241
Maximum0.9626927706
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.01456813241
5-th percentile0.1580212307
Q10.3340072887
Median0.5059979305
Q30.6750525982
95-th percentile0.8322601466
Maximum0.9626927706
Range0.9481246381
Interquartile range0.3410453096

Descriptive statistics

Standard deviation0.2110622493
Coef of variation0.4203340389
Kurtosis-0.9651552848
Mean0.5021298057
MAD0.1791559886
Skewness-0.0687550587
Sum67352.17722
Variance0.04454727307
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.5464264086 5 < 0.1%
 
0.5984686928 5 < 0.1%
 
0.4990017461 5 < 0.1%
 
0.6051516612 5 < 0.1%
 
0.443982118 5 < 0.1%
 
0.52819743 5 < 0.1%
 
0.6227066347 5 < 0.1%
 
0.7657236984 5 < 0.1%
 
0.5810147956 5 < 0.1%
 
0.6677395636 5 < 0.1%
 
Other values (114574) 134083 43.6%
 
(Missing) 173378 56.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0.01456813241 1 < 0.1%
 
0.0146914824 1 < 0.1%
 
0.0150529213 1 < 0.1%
 
0.01560008058 1 < 0.1%
 
0.01709465779 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.9626927706 1 < 0.1%
 
0.9516239622 1 < 0.1%
 
0.9476493854 1 < 0.1%
 
0.9460976144 1 < 0.1%
 
0.9460755215 1 < 0.1%
 

EXT_SOURCE_2
Numeric

Distinct count119832
Unique (%)39.0%
Missing (%)0.2%
Missing (n)660
Infinite (%)0.0%
Infinite (n)0
Mean0.5143926741
Minimum8.173616519e-08
Maximum0.8549996664
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum8.173616519e-08
5-th percentile0.133299146
Q10.3924574162
Median0.5659614261
Q30.6636170897
95-th percentile0.7477341422
Maximum0.8549996664
Range0.8549995847
Interquartile range0.2711596736

Descriptive statistics

Standard deviation0.191060155
Coef of variation0.3714286081
Kurtosis-0.2691308299
Mean0.5143926741
MAD0.1571668287
Skewness-0.793576045
Sum157841.9064
Variance0.03650398282
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.2858978721 721 0.2%
 
0.2622583692 417 0.1%
 
0.2652563402 343 0.1%
 
0.1596792335 322 0.1%
 
0.2653117485 306 0.1%
 
0.2665197754 244 0.1%
 
0.263143591 243 0.1%
 
0.1621445677 238 0.1%
 
0.162192106 234 0.1%
 
0.1631870355 184 0.1%
 
Other values (119821) 303599 98.7%
 
(Missing) 660 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
8.173616519e-08 1 < 0.1%
 
1.315955581e-06 1 < 0.1%
 
5.002108762e-06 1 < 0.1%
 
5.600337749e-06 1 < 0.1%
 
5.939650929e-06 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.8549996664 26 < 0.1%
 
0.8217142128 1 < 0.1%
 
0.8213936274 1 < 0.1%
 
0.8206159442 1 < 0.1%
 
0.8206095061 1 < 0.1%
 

EXT_SOURCE_3
Numeric

Distinct count815
Unique (%)0.3%
Missing (%)19.8%
Missing (n)60965
Infinite (%)0.0%
Infinite (n)0
Mean0.5108529062
Minimum0.0005272652387
Maximum0.8960095495
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.0005272652387
5-th percentile0.1547436313
Q10.3706496323
Median0.5352762505
Q30.6690566948
95-th percentile0.7862666147
Maximum0.8960095495
Range0.8954822843
Interquartile range0.2984070625

Descriptive statistics

Standard deviation0.1948443645
Coef of variation0.3814099168
Kurtosis-0.663463054
Mean0.5108529062
MAD0.1626360573
Skewness-0.4093904596
Sum125948.7406
Variance0.03796432636
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.7463002131 1460 0.5%
 
0.7136313997 1315 0.4%
 
0.6940926425 1276 0.4%
 
0.6706517531 1191 0.4%
 
0.652896552 1154 0.4%
 
0.5814837058 1141 0.4%
 
0.6894791426 1138 0.4%
 
0.5954562029 1136 0.4%
 
0.5549467685 1132 0.4%
 
0.6212263381 1109 0.4%
 
Other values (804) 234494 76.3%
 
(Missing) 60965 19.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0.0005272652387 886 0.3%
 
0.01134571943 1 < 0.1%
 
0.01271592386 1 < 0.1%
 
0.01394846558 1 < 0.1%
 
0.01414826552 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.8960095495 1 < 0.1%
 
0.8939760746 2 < 0.1%
 
0.8876642018 1 < 0.1%
 
0.8854883942 3 < 0.1%
 
0.8825303128 26 < 0.1%
 

FLAG_CONT_MOBILE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
306937
0
 
574
ValueCountFrequency (%) 
1 306937 99.8%
 
0 574 0.2%
 

FLAG_DOCUMENT_10
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
307504
1
 
7
ValueCountFrequency (%) 
0 307504 > 99.9%
 
1 7 < 0.1%
 

FLAG_DOCUMENT_11
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
306308
1
 
1203
ValueCountFrequency (%) 
0 306308 99.6%
 
1 1203 0.4%
 

FLAG_DOCUMENT_12
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
307509
1
 
2
ValueCountFrequency (%) 
0 307509 > 99.9%
 
1 2 < 0.1%
 

FLAG_DOCUMENT_13
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
306427
1
 
1084
ValueCountFrequency (%) 
0 306427 99.6%
 
1 1084 0.4%
 

FLAG_DOCUMENT_14
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
306608
1
 
903
ValueCountFrequency (%) 
0 306608 99.7%
 
1 903 0.3%
 

FLAG_DOCUMENT_15
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
307139
1
 
372
ValueCountFrequency (%) 
0 307139 99.9%
 
1 372 0.1%
 

FLAG_DOCUMENT_16
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
304458
1
 
3053
ValueCountFrequency (%) 
0 304458 99.0%
 
1 3053 1.0%
 

FLAG_DOCUMENT_17
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
307429
1
 
82
ValueCountFrequency (%) 
0 307429 > 99.9%
 
1 82 < 0.1%
 

FLAG_DOCUMENT_18
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
305011
1
 
2500
ValueCountFrequency (%) 
0 305011 99.2%
 
1 2500 0.8%
 

FLAG_DOCUMENT_19
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
307328
1
 
183
ValueCountFrequency (%) 
0 307328 99.9%
 
1 183 0.1%
 

FLAG_DOCUMENT_2
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
307498
1
 
13
ValueCountFrequency (%) 
0 307498 > 99.9%
 
1 13 < 0.1%
 

FLAG_DOCUMENT_20
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
307355
1
 
156
ValueCountFrequency (%) 
0 307355 99.9%
 
1 156 0.1%
 

FLAG_DOCUMENT_21
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
307408
1
 
103
ValueCountFrequency (%) 
0 307408 > 99.9%
 
1 103 < 0.1%
 

FLAG_DOCUMENT_3
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
218340
0
89171
ValueCountFrequency (%) 
1 218340 71.0%
 
0 89171 29.0%
 

FLAG_DOCUMENT_4
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
307486
1
 
25
ValueCountFrequency (%) 
0 307486 > 99.9%
 
1 25 < 0.1%
 

FLAG_DOCUMENT_5
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
302863
1
 
4648
ValueCountFrequency (%) 
0 302863 98.5%
 
1 4648 1.5%
 

FLAG_DOCUMENT_6
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
280433
1
 
27078
ValueCountFrequency (%) 
0 280433 91.2%
 
1 27078 8.8%
 

FLAG_DOCUMENT_7
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
307452
1
 
59
ValueCountFrequency (%) 
0 307452 > 99.9%
 
1 59 < 0.1%
 

FLAG_DOCUMENT_8
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
282487
1
 
25024
ValueCountFrequency (%) 
0 282487 91.9%
 
1 25024 8.1%
 

FLAG_DOCUMENT_9
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
306313
1
 
1198
ValueCountFrequency (%) 
0 306313 99.6%
 
1 1198 0.4%
 

FLAG_EMAIL
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
290069
1
 
17442
ValueCountFrequency (%) 
0 290069 94.3%
 
1 17442 5.7%
 

FLAG_EMP_PHONE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
252125
0
55386
ValueCountFrequency (%) 
1 252125 82.0%
 
0 55386 18.0%
 

FLAG_MOBIL
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
307510
0
 
1
ValueCountFrequency (%) 
1 307510 > 99.9%
 
0 1 < 0.1%
 

FLAG_OWN_CAR
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
N
202924
Y
104587
ValueCountFrequency (%) 
N 202924 66.0%
 
Y 104587 34.0%
 

FLAG_OWN_REALTY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Y
213312
N
94199
ValueCountFrequency (%) 
Y 213312 69.4%
 
N 94199 30.6%
 

FLAG_PHONE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
221080
1
86431
ValueCountFrequency (%) 
0 221080 71.9%
 
1 86431 28.1%
 

FLAG_WORK_PHONE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
246203
1
61308
ValueCountFrequency (%) 
0 246203 80.1%
 
1 61308 19.9%
 

FLOORSMAX_AVG
Numeric

Distinct count404
Unique (%)0.1%
Missing (%)49.8%
Missing (n)153020
Infinite (%)0.0%
Infinite (n)0
Mean0.226281907
Minimum0
Maximum1
Zeros (%)1.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.1667
Median0.1667
Q30.3333
95-th percentile0.4792
Maximum1
Range1
Interquartile range0.1666

Descriptive statistics

Standard deviation0.1446406995
Coef of variation0.6392057652
Kurtosis2.432545153
Mean0.226281907
MAD0.1161153803
Skewness1.226453556
Sum34958.5181
Variance0.02092093197
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.1667 61875 20.1%
 
0.3333 31909 10.4%
 
0.0417 14600 4.7%
 
0.375 7926 2.6%
 
0.125 6974 2.3%
 
0.0833 6586 2.1%
 
0 2938 1.0%
 
0.4583 2828 0.9%
 
0.625 1915 0.6%
 
0.5417 1685 0.5%
 
Other values (393) 15255 5.0%
 
(Missing) 153020 49.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2938 1.0%
 
0.0067 1 < 0.1%
 
0.0083 3 < 0.1%
 
0.01 4 < 0.1%
 
0.0104 5 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 167 0.1%
 
0.9792 1 < 0.1%
 
0.9583 83 < 0.1%
 
0.9479 2 < 0.1%
 
0.9375 4 < 0.1%
 

FLOORSMAX_MEDI
Numeric

Distinct count50
Unique (%)< 0.1%
Missing (%)49.8%
Missing (n)153020
Infinite (%)0.0%
Infinite (n)0
Mean0.2258965901
Minimum0
Maximum1
Zeros (%)1.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.1667
Median0.1667
Q30.3333
95-th percentile0.4792
Maximum1
Range1
Interquartile range0.1666

Descriptive statistics

Standard deviation0.1450670259
Coef of variation0.6421833365
Kurtosis2.468554651
Mean0.2258965901
MAD0.1165514151
Skewness1.240185498
Sum34898.9901
Variance0.02104444201
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.1667 63607 20.7%
 
0.3333 33279 10.8%
 
0.0417 14832 4.8%
 
0.375 8207 2.7%
 
0.125 7079 2.3%
 
0.0833 6657 2.2%
 
0.4583 3089 1.0%
 
0 2995 1.0%
 
0.625 2042 0.7%
 
0.5417 1860 0.6%
 
Other values (39) 10844 3.5%
 
(Missing) 153020 49.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2995 1.0%
 
0.0208 126 < 0.1%
 
0.0417 14832 4.8%
 
0.0625 132 < 0.1%
 
0.0833 6657 2.2%
 

Maximum 5 values

ValueCountFrequency (%) 
1 170 0.1%
 
0.9792 1 < 0.1%
 
0.9583 95 < 0.1%
 
0.9375 4 < 0.1%
 
0.9167 37 < 0.1%
 

FLOORSMAX_MODE
Numeric

Distinct count26
Unique (%)< 0.1%
Missing (%)49.8%
Missing (n)153020
Infinite (%)0.0%
Infinite (n)0
Mean0.2223150475
Minimum0
Maximum1
Zeros (%)1.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.1667
Median0.1667
Q30.3333
95-th percentile0.4583
Maximum1
Range1
Interquartile range0.1666

Descriptive statistics

Standard deviation0.1437094066
Coef of variation0.6464223103
Kurtosis2.535687486
Mean0.2223150475
MAD0.1151750591
Skewness1.2443425
Sum34345.674
Variance0.02065239354
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%) 
0.1667 65550 21.3%
 
0.3333 34373 11.2%
 
0.0417 15616 5.1%
 
0.375 8321 2.7%
 
0.125 7267 2.4%
 
0.0833 6785 2.2%
 
0 3415 1.1%
 
0.4583 3216 1.0%
 
0.625 2075 0.7%
 
0.5417 1836 0.6%
 
Other values (15) 6037 2.0%
 
(Missing) 153020 49.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3415 1.1%
 
0.0417 15616 5.1%
 
0.0833 6785 2.2%
 
0.125 7267 2.4%
 
0.1667 65550 21.3%
 

Maximum 5 values

ValueCountFrequency (%) 
1 164 0.1%
 
0.9583 94 < 0.1%
 
0.9167 38 < 0.1%
 
0.875 229 0.1%
 
0.8333 22 < 0.1%
 

FLOORSMIN_AVG
Numeric

Distinct count306
Unique (%)0.1%
Missing (%)67.8%
Missing (n)208642
Infinite (%)0.0%
Infinite (n)0
Mean0.2318935005
Minimum0
Maximum1
Zeros (%)0.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.0833
Median0.2083
Q30.375
95-th percentile0.5
Maximum1
Range1
Interquartile range0.2917

Descriptive statistics

Standard deviation0.1613802888
Coef of variation0.6959241568
Kurtosis1.338255817
Mean0.2318935005
MAD0.1245999699
Skewness0.9541972815
Sum22927.0785
Variance0.02604359761
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.2083 32875 10.7%
 
0.375 17845 5.8%
 
0.0417 17776 5.8%
 
0.0833 5086 1.7%
 
0.4167 3961 1.3%
 
0.1667 3537 1.2%
 
0.125 3336 1.1%
 
0 2320 0.8%
 
0.5 1688 0.5%
 
0.6667 1194 0.4%
 
Other values (295) 9251 3.0%
 
(Missing) 208642 67.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2320 0.8%
 
0.0067 3 < 0.1%
 
0.0104 3 < 0.1%
 
0.0138 1 < 0.1%
 
0.0158 4 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 141 < 0.1%
 
0.9792 5 < 0.1%
 
0.9583 10 < 0.1%
 
0.9408 2 < 0.1%
 
0.9304 1 < 0.1%
 

FLOORSMIN_MEDI
Numeric

Distinct count48
Unique (%)< 0.1%
Missing (%)67.8%
Missing (n)208642
Infinite (%)0.0%
Infinite (n)0
Mean0.231624938
Minimum0
Maximum1
Zeros (%)0.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.0833
Median0.2083
Q30.375
95-th percentile0.5
Maximum1
Range1
Interquartile range0.2917

Descriptive statistics

Standard deviation0.1619335415
Coef of variation0.699119632
Kurtosis1.346573933
Mean0.231624938
MAD0.1249151995
Skewness0.960226455
Sum22900.526
Variance0.02622247185
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=48)
ValueCountFrequency (%) 
0.2083 33737 11.0%
 
0.375 18538 6.0%
 
0.0417 18090 5.9%
 
0.0833 5131 1.7%
 
0.4167 4068 1.3%
 
0.1667 3570 1.2%
 
0.125 3373 1.1%
 
0 2351 0.8%
 
0.5 1835 0.6%
 
0.6667 1261 0.4%
 
Other values (37) 6915 2.2%
 
(Missing) 208642 67.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2351 0.8%
 
0.0208 50 < 0.1%
 
0.0417 18090 5.9%
 
0.0625 51 < 0.1%
 
0.0833 5131 1.7%
 

Maximum 5 values

ValueCountFrequency (%) 
1 147 < 0.1%
 
0.9792 5 < 0.1%
 
0.9583 14 < 0.1%
 
0.9167 130 < 0.1%
 
0.875 16 < 0.1%
 

FLOORSMIN_MODE
Numeric

Distinct count26
Unique (%)< 0.1%
Missing (%)67.8%
Missing (n)208642
Infinite (%)0.0%
Infinite (n)0
Mean0.2280584926
Minimum0
Maximum1
Zeros (%)0.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.0833
Median0.2083
Q30.375
95-th percentile0.5
Maximum1
Range1
Interquartile range0.2917

Descriptive statistics

Standard deviation0.1611597715
Coef of variation0.7066598121
Kurtosis1.35372559
Mean0.2280584926
MAD0.1234608689
Skewness0.963834755
Sum22547.9151
Variance0.02597247195
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%) 
0.2083 34403 11.2%
 
0.375 19042 6.2%
 
0.0417 18917 6.2%
 
0.0833 5349 1.7%
 
0.4167 4105 1.3%
 
0.1667 3636 1.2%
 
0.125 3170 1.0%
 
0 2517 0.8%
 
0.5 1889 0.6%
 
0.6667 1264 0.4%
 
Other values (15) 4577 1.5%
 
(Missing) 208642 67.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2517 0.8%
 
0.0417 18917 6.2%
 
0.0833 5349 1.7%
 
0.125 3170 1.0%
 
0.1667 3636 1.2%
 

Maximum 5 values

ValueCountFrequency (%) 
1 141 < 0.1%
 
0.9583 17 < 0.1%
 
0.9167 131 < 0.1%
 
0.875 9 < 0.1%
 
0.8333 22 < 0.1%
 

FONDKAPREMONT_MODE
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)68.4%
Missing (n)210295
reg oper account
73830
reg oper spec account
 
12080
not specified
 
5687
(Missing)
210295
ValueCountFrequency (%) 
reg oper account 73830 24.0%
 
reg oper spec account 12080 3.9%
 
not specified 5687 1.8%
 
org spec account 5619 1.8%
 
(Missing) 210295 68.4%
 
Max length21
Mean length7.250732494
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

HOUR_APPR_PROCESS_START
Numeric

Distinct count24
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean12.06341887
Minimum0
Maximum23
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile7
Q110
Median12
Q314
95-th percentile17
Maximum23
Range23
Interquartile range4

Descriptive statistics

Standard deviation3.265832255
Coef of variation0.270721948
Kurtosis-0.1941728655
Mean12.06341887
MAD2.632819627
Skewness-0.02802445946
Sum3709634
Variance10.66566032
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=24)
Histogram
Histogram with variable size bins (bins=[ 0. 1.5 2.5 3.5 4.5 ... 19.5 20.5 21.5 22.5 23. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 37722 12.3%
 
11 37229 12.1%
 
12 34233 11.1%
 
13 30959 10.1%
 
14 27682 9.0%
 
9 27384 8.9%
 
15 24839 8.1%
 
16 20385 6.6%
 
8 15127 4.9%
 
17 14900 4.8%
 
Other values (14) 37051 12.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 40 < 0.1%
 
1 86 < 0.1%
 
2 305 0.1%
 
3 1230 0.4%
 
4 2090 0.7%
 

Maximum 5 values

ValueCountFrequency (%) 
23 41 < 0.1%
 
22 150 < 0.1%
 
21 405 0.1%
 
20 1196 0.4%
 
19 3848 1.3%
 

HOUSETYPE_MODE
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)50.2%
Missing (n)154297
block of flats
150503
specific housing
 
1499
terraced house
 
1212
(Missing)
154297
ValueCountFrequency (%) 
block of flats 150503 48.9%
 
specific housing 1499 0.5%
 
terraced house 1212 0.4%
 
(Missing) 154297 50.2%
 
Max length16
Mean length8.490379206
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

LANDAREA_AVG
Numeric

Distinct count3528
Unique (%)1.1%
Missing (%)59.4%
Missing (n)182590
Infinite (%)0.0%
Infinite (n)0
Mean0.06633318417
Minimum0
Maximum1
Zeros (%)5.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0187
Median0.0481
Q30.0856
95-th percentile0.1947
Maximum1
Range1
Interquartile range0.0669

Descriptive statistics

Standard deviation0.0811836407
Coef of variation1.223876733
Kurtosis34.74479054
Mean0.06633318417
MAD0.04953195607
Skewness4.458676641
Sum8286.4077
Variance0.006590783518
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 15600 5.1%
 
0.0631 189 0.1%
 
0.0316 187 0.1%
 
0.0473 186 0.1%
 
0.0174 180 0.1%
 
0.0237 175 0.1%
 
0.0552 173 0.1%
 
0.0158 170 0.1%
 
0.0331 170 0.1%
 
0.015 165 0.1%
 
Other values (3517) 107726 35.0%
 
(Missing) 182590 59.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 15600 5.1%
 
0.0001 13 < 0.1%
 
0.0002 13 < 0.1%
 
0.0003 9 < 0.1%
 
0.0004 11 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 135 < 0.1%
 
0.9829 10 < 0.1%
 
0.9777 3 < 0.1%
 
0.969 1 < 0.1%
 
0.9497 1 < 0.1%
 

LANDAREA_MEDI
Numeric

Distinct count3561
Unique (%)1.2%
Missing (%)59.4%
Missing (n)182590
Infinite (%)0.0%
Infinite (n)0
Mean0.06716874905
Minimum0
Maximum1
Zeros (%)5.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0187
Median0.0487
Q30.0868
95-th percentile0.1976
Maximum1
Range1
Interquartile range0.0681

Descriptive statistics

Standard deviation0.08216701028
Coef of variation1.223292252
Kurtosis33.23797701
Mean0.06716874905
MAD0.05033975291
Skewness4.368292319
Sum8390.7873
Variance0.006751417578
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 15919 5.2%
 
0.0193 197 0.1%
 
0.0642 194 0.1%
 
0.0482 186 0.1%
 
0.0143 180 0.1%
 
0.0161 180 0.1%
 
0.0803 179 0.1%
 
0.0241 177 0.1%
 
0.0321 176 0.1%
 
0.0178 175 0.1%
 
Other values (3550) 107358 34.9%
 
(Missing) 182590 59.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 15919 5.2%
 
0.0001 14 < 0.1%
 
0.0002 13 < 0.1%
 
0.0003 7 < 0.1%
 
0.0004 11 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 135 < 0.1%
 
0.9947 3 < 0.1%
 
0.9858 1 < 0.1%
 
0.9662 1 < 0.1%
 
0.9614 2 < 0.1%
 

LANDAREA_MODE
Numeric

Distinct count3564
Unique (%)1.2%
Missing (%)59.4%
Missing (n)182590
Infinite (%)0.0%
Infinite (n)0
Mean0.06495768446
Minimum0
Maximum1
Zeros (%)5.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0166
Median0.0458
Q30.0841
95-th percentile0.1956
Maximum1
Range1
Interquartile range0.0675

Descriptive statistics

Standard deviation0.08175027781
Coef of variation1.258515886
Kurtosis33.2732701
Mean0.06495768446
MAD0.05011826514
Skewness4.37702655
Sum8114.5789
Variance0.006683107922
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 17453 5.7%
 
0.0194 208 0.1%
 
0.0645 193 0.1%
 
0.0484 192 0.1%
 
0.0323 188 0.1%
 
0.0147 178 0.1%
 
0.0111 175 0.1%
 
0.0144 175 0.1%
 
0.0258 173 0.1%
 
0.0242 172 0.1%
 
Other values (3553) 105814 34.4%
 
(Missing) 182590 59.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 17453 5.7%
 
0.0001 24 < 0.1%
 
0.0002 14 < 0.1%
 
0.0003 6 < 0.1%
 
0.0004 14 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 129 < 0.1%
 
0.9911 1 < 0.1%
 
0.9714 1 < 0.1%
 
0.9665 2 < 0.1%
 
0.9587 3 < 0.1%
 

LIVE_CITY_NOT_WORK_CITY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
252296
1
55215
ValueCountFrequency (%) 
0 252296 82.0%
 
1 55215 18.0%
 

LIVE_REGION_NOT_WORK_REGION
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
295008
1
 
12503
ValueCountFrequency (%) 
0 295008 95.9%
 
1 12503 4.1%
 

LIVINGAPARTMENTS_AVG
Numeric

Distinct count1869
Unique (%)0.6%
Missing (%)68.4%
Missing (n)210199
Infinite (%)0.0%
Infinite (n)0
Mean0.100774775
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0101
Q10.0504
Median0.0756
Q30.121
95-th percentile0.2723
Maximum1
Range1
Interquartile range0.0706

Descriptive statistics

Standard deviation0.09257613396
Coef of variation0.9186439167
Kurtosis16.49063
Mean0.100774775
MAD0.06156775918
Skewness3.042198061
Sum9806.5949
Variance0.008570340579
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0504 4272 1.4%
 
0.0672 4231 1.4%
 
0.0756 2778 0.9%
 
0.0588 2586 0.8%
 
0.0841 1864 0.6%
 
0.121 1793 0.6%
 
0.0067 1695 0.6%
 
0.0605 1492 0.5%
 
0.1009 1456 0.5%
 
0.0134 1447 0.5%
 
Other values (1858) 73698 24.0%
 
(Missing) 210199 68.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 418 0.1%
 
0.0008 117 < 0.1%
 
0.0013 1 < 0.1%
 
0.0017 250 0.1%
 
0.0021 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 92 < 0.1%
 
0.9994 3 < 0.1%
 
0.9901 3 < 0.1%
 
0.9641 2 < 0.1%
 
0.949 4 < 0.1%
 

LIVINGAPARTMENTS_MEDI
Numeric

Distinct count1098
Unique (%)0.4%
Missing (%)68.4%
Missing (n)210199
Infinite (%)0.0%
Infinite (n)0
Mean0.1019544732
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0103
Q10.0513
Median0.0761
Q30.1231
95-th percentile0.277
Maximum1
Range1
Interquartile range0.0718

Descriptive statistics

Standard deviation0.09364233271
Coef of variation0.9184720369
Kurtosis15.6970531
Mean0.1019544732
MAD0.0623537435
Skewness2.988291445
Sum9921.3937
Variance0.008768886476
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0513 4500 1.5%
 
0.0684 4497 1.5%
 
0.077 2926 1.0%
 
0.0599 2708 0.9%
 
0.0855 2014 0.7%
 
0.1231 1921 0.6%
 
0.0068 1715 0.6%
 
0.0616 1691 0.5%
 
0.1026 1517 0.5%
 
0.0137 1487 0.5%
 
Other values (1087) 72336 23.5%
 
(Missing) 210199 68.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 433 0.1%
 
0.0009 117 < 0.1%
 
0.0013 1 < 0.1%
 
0.0017 254 0.1%
 
0.0021 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 91 < 0.1%
 
0.9808 2 < 0.1%
 
0.9654 4 < 0.1%
 
0.9509 5 < 0.1%
 
0.9312 5 < 0.1%
 

LIVINGAPARTMENTS_MODE
Numeric

Distinct count737
Unique (%)0.2%
Missing (%)68.4%
Missing (n)210199
Infinite (%)0.0%
Infinite (n)0
Mean0.1056448567
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.011
Q10.0542
Median0.0771
Q30.1313
95-th percentile0.2948
Maximum1
Range1
Interquartile range0.0771

Descriptive statistics

Standard deviation0.09788044658
Coef of variation0.9265046079
Kurtosis14.22499394
Mean0.1056448567
MAD0.06518748852
Skewness2.902671829
Sum10280.5123
Variance0.009580581822
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0551 4931 1.6%
 
0.0735 4797 1.6%
 
0.0826 2966 1.0%
 
0.0643 2853 0.9%
 
0.0918 2069 0.7%
 
0.1322 1972 0.6%
 
0.0661 1930 0.6%
 
0.0073 1883 0.6%
 
0.0147 1585 0.5%
 
0.0588 1519 0.5%
 
Other values (726) 70807 23.0%
 
(Missing) 210199 68.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 519 0.2%
 
0.0009 156 0.1%
 
0.0018 295 0.1%
 
0.0028 146 < 0.1%
 
0.0037 413 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 94 < 0.1%
 
0.9826 1 < 0.1%
 
0.9816 2 < 0.1%
 
0.978 1 < 0.1%
 
0.9761 1 < 0.1%
 

LIVINGAREA_AVG
Numeric

Distinct count5200
Unique (%)1.7%
Missing (%)50.2%
Missing (n)154350
Infinite (%)0.0%
Infinite (n)0
Mean0.1073990193
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0082
Q10.0453
Median0.0745
Q30.1299
95-th percentile0.3205
Maximum1
Range1
Interquartile range0.0846

Descriptive statistics

Standard deviation0.1105645232
Coef of variation1.029474234
Kurtosis12.3311742
Mean0.1073990193
MAD0.07356879394
Skewness2.854736446
Sum16449.3412
Variance0.01222451379
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 284 0.1%
 
0.0512 243 0.1%
 
0.0702 223 0.1%
 
0.051 223 0.1%
 
0.0509 221 0.1%
 
0.0538 220 0.1%
 
0.0638 215 0.1%
 
0.0513 210 0.1%
 
0.0511 209 0.1%
 
0.0626 205 0.1%
 
Other values (5189) 150908 49.1%
 
(Missing) 154350 50.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 284 0.1%
 
0.0001 4 < 0.1%
 
0.0002 8 < 0.1%
 
0.0003 10 < 0.1%
 
0.0004 14 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 150 < 0.1%
 
0.9984 1 < 0.1%
 
0.9978 1 < 0.1%
 
0.9893 1 < 0.1%
 
0.986 1 < 0.1%
 

LIVINGAREA_MEDI
Numeric

Distinct count5282
Unique (%)1.7%
Missing (%)50.2%
Missing (n)154350
Infinite (%)0.0%
Infinite (n)0
Mean0.108606736
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0083
Q10.0457
Median0.0749
Q30.1303
95-th percentile0.3255
Maximum1
Range1
Interquartile range0.0846

Descriptive statistics

Standard deviation0.1122602587
Coef of variation1.033639927
Kurtosis12.13856123
Mean0.108606736
MAD0.07459234939
Skewness2.848935371
Sum16634.3163
Variance0.01260236568
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 299 0.1%
 
0.0548 239 0.1%
 
0.0518 234 0.1%
 
0.052 233 0.1%
 
0.0521 232 0.1%
 
0.0522 225 0.1%
 
0.0519 217 0.1%
 
0.0513 217 0.1%
 
0.0888 212 0.1%
 
0.0718 212 0.1%
 
Other values (5271) 150841 49.1%
 
(Missing) 154350 50.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 299 0.1%
 
0.0001 4 < 0.1%
 
0.0002 8 < 0.1%
 
0.0003 10 < 0.1%
 
0.0004 14 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 149 < 0.1%
 
0.9988 1 < 0.1%
 
0.996 1 < 0.1%
 
0.9931 8 < 0.1%
 
0.9919 2 < 0.1%
 

LIVINGAREA_MODE
Numeric

Distinct count5302
Unique (%)1.7%
Missing (%)50.2%
Missing (n)154350
Infinite (%)0.0%
Infinite (n)0
Mean0.1059750504
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0079
Q10.0427
Median0.0731
Q30.1252
95-th percentile0.323
Maximum1
Range1
Interquartile range0.0825

Descriptive statistics

Standard deviation0.1118452659
Coef of variation1.055392429
Kurtosis12.45906186
Mean0.1059750504
MAD0.07363517826
Skewness2.902491127
Sum16231.2447
Variance0.0125093635
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 444 0.1%
 
0.053 272 0.1%
 
0.0532 262 0.1%
 
0.0529 249 0.1%
 
0.0533 242 0.1%
 
0.0656 224 0.1%
 
0.0561 224 0.1%
 
0.0734 223 0.1%
 
0.0536 222 0.1%
 
0.0525 220 0.1%
 
Other values (5291) 150579 49.0%
 
(Missing) 154350 50.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 444 0.1%
 
0.0001 7 < 0.1%
 
0.0002 7 < 0.1%
 
0.0003 16 < 0.1%
 
0.0004 24 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 150 < 0.1%
 
0.995 3 < 0.1%
 
0.9922 13 < 0.1%
 
0.9886 2 < 0.1%
 
0.9868 1 < 0.1%
 

NAME_CONTRACT_TYPE
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Cash loans
278232
Revolving loans
 
29279
ValueCountFrequency (%) 
Cash loans 278232 90.5%
 
Revolving loans 29279 9.5%
 
Max length15
Mean length10.47606427
Min length10
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_EDUCATION_TYPE
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Secondary / secondary special
218391
Higher education
74863
Incomplete higher
 
10277
Other values (2)
 
3980
ValueCountFrequency (%) 
Secondary / secondary special 218391 71.0%
 
Higher education 74863 24.3%
 
Incomplete higher 10277 3.3%
 
Lower secondary 3816 1.2%
 
Academic degree 164 0.1%
 
Max length29
Mean length25.25293729
Min length15
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_FAMILY_STATUS
Categorical

Distinct count6
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Married
196432
Single / not married
45444
Civil marriage
 
29775
Other values (3)
 
35860
ValueCountFrequency (%) 
Married 196432 63.9%
 
Single / not married 45444 14.8%
 
Civil marriage 29775 9.7%
 
Separated 19770 6.4%
 
Widow 16088 5.2%
 
Unknown 2 < 0.1%
 
Max length20
Mean length9.622868775
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_HOUSING_TYPE
Categorical

Distinct count6
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
House / apartment
272868
With parents
 
14840
Municipal apartment
 
11183
Other values (3)
 
8620
ValueCountFrequency (%) 
House / apartment 272868 88.7%
 
With parents 14840 4.8%
 
Municipal apartment 11183 3.6%
 
Rented apartment 4881 1.6%
 
Office apartment 2617 0.9%
 
Co-op apartment 1122 0.4%
 
Max length19
Mean length16.79976001
Min length12
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_INCOME_TYPE
Categorical

Distinct count8
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Working
158774
Commercial associate
71617
Pensioner
55362
Other values (5)
 
21758
ValueCountFrequency (%) 
Working 158774 51.6%
 
Commercial associate 71617 23.3%
 
Pensioner 55362 18.0%
 
State servant 21703 7.1%
 
Unemployed 22 < 0.1%
 
Student 18 < 0.1%
 
Businessman 10 < 0.1%
 
Maternity leave 5 < 0.1%
 
Max length20
Mean length10.81160024
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_TYPE_SUITE
Categorical

Distinct count8
Unique (%)< 0.1%
Missing (%)0.4%
Missing (n)1292
Unaccompanied
248526
Family
 
40149
Spouse, partner
 
11370
Other values (4)
 
6174
ValueCountFrequency (%) 
Unaccompanied 248526 80.8%
 
Family 40149 13.1%
 
Spouse, partner 11370 3.7%
 
Children 3267 1.1%
 
Other_B 1770 0.6%
 
Other_A 866 0.3%
 
Group of people 271 0.1%
 
(Missing) 1292 0.4%
 
Max length15
Mean length12.01521572
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NONLIVINGAPARTMENTS_AVG
Numeric

Distinct count387
Unique (%)0.1%
Missing (%)69.4%
Missing (n)213514
Infinite (%)0.0%
Infinite (n)0
Mean0.008808672617
Minimum0
Maximum1
Zeros (%)17.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.0039
95-th percentile0.0309
Maximum1
Range1
Interquartile range0.0039

Descriptive statistics

Standard deviation0.04773166205
Coef of variation5.418712231
Kurtosis284.7303365
Mean0.008808672617
MAD0.01223547868
Skewness15.54118548
Sum827.9888
Variance0.002278311562
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 54549 17.7%
 
0.0039 13606 4.4%
 
0.0077 6351 2.1%
 
0.0116 3714 1.2%
 
0.0154 2533 0.8%
 
0.0193 1673 0.5%
 
0.0019 1250 0.4%
 
0.0232 1195 0.4%
 
0.027 865 0.3%
 
0.0309 717 0.2%
 
Other values (376) 7544 2.5%
 
(Missing) 213514 69.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 54549 17.7%
 
0.0002 1 < 0.1%
 
0.0003 5 < 0.1%
 
0.0004 25 < 0.1%
 
0.0005 6 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 97 < 0.1%
 
0.9961 2 < 0.1%
 
0.9923 4 < 0.1%
 
0.9884 1 < 0.1%
 
0.973 3 < 0.1%
 

NONLIVINGAPARTMENTS_MEDI
Numeric

Distinct count215
Unique (%)0.1%
Missing (%)69.4%
Missing (n)213514
Infinite (%)0.0%
Infinite (n)0
Mean0.00865101333
Minimum0
Maximum1
Zeros (%)18.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.0039
95-th percentile0.0311
Maximum1
Range1
Interquartile range0.0039

Descriptive statistics

Standard deviation0.04741472791
Coef of variation5.480829366
Kurtosis289.4924548
Mean0.00865101333
MAD0.01208728818
Skewness15.67199516
Sum813.1693
Variance0.002248156423
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 56097 18.2%
 
0.0039 14126 4.6%
 
0.0078 6493 2.1%
 
0.0116 3788 1.2%
 
0.0155 2557 0.8%
 
0.0194 1696 0.6%
 
0.0019 1286 0.4%
 
0.0233 1202 0.4%
 
0.0272 864 0.3%
 
0.0311 731 0.2%
 
Other values (204) 5157 1.7%
 
(Missing) 213514 69.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 56097 18.2%
 
0.0019 1286 0.4%
 
0.0039 14126 4.6%
 
0.0058 515 0.2%
 
0.0078 6493 2.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 97 < 0.1%
 
0.9976 4 < 0.1%
 
0.9938 1 < 0.1%
 
0.9782 3 < 0.1%
 
0.9627 2 < 0.1%
 

NONLIVINGAPARTMENTS_MODE
Numeric

Distinct count168
Unique (%)0.1%
Missing (%)69.4%
Missing (n)213514
Infinite (%)0.0%
Infinite (n)0
Mean0.008076387544
Minimum0
Maximum1
Zeros (%)19.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.0039
95-th percentile0.0272
Maximum1
Range1
Interquartile range0.0039

Descriptive statistics

Standard deviation0.04627626622
Coef of variation5.729822395
Kurtosis309.7269475
Mean0.008076387544
MAD0.01147370158
Skewness16.25181924
Sum759.1562
Variance0.002141492815
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 59255 19.3%
 
0.0039 14105 4.6%
 
0.0078 6413 2.1%
 
0.0117 3675 1.2%
 
0.0156 2492 0.8%
 
0.0195 1653 0.5%
 
0.0233 1177 0.4%
 
0.0272 840 0.3%
 
0.0311 711 0.2%
 
0.035 527 0.2%
 
Other values (157) 3149 1.0%
 
(Missing) 213514 69.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 59255 19.3%
 
0.0039 14105 4.6%
 
0.0078 6413 2.1%
 
0.0117 3675 1.2%
 
0.0156 2492 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
1 100 < 0.1%
 
0.9961 1 < 0.1%
 
0.9805 3 < 0.1%
 
0.965 2 < 0.1%
 
0.9533 2 < 0.1%
 

NONLIVINGAREA_AVG
Numeric

Distinct count3291
Unique (%)1.1%
Missing (%)55.2%
Missing (n)169682
Infinite (%)0.0%
Infinite (n)0
Mean0.02835775708
Minimum0
Maximum1
Zeros (%)19.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.0036
Q30.0277
95-th percentile0.1279
Maximum1
Range1
Interquartile range0.0277

Descriptive statistics

Standard deviation0.06952318332
Coef of variation2.451646057
Kurtosis64.91241641
Mean0.02835775708
MAD0.03605750481
Skewness6.559011647
Sum3908.5213
Variance0.004833473019
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 58735 19.1%
 
0.0012 546 0.2%
 
0.0044 454 0.1%
 
0.0022 440 0.1%
 
0.0031 415 0.1%
 
0.0011 405 0.1%
 
0.001 405 0.1%
 
0.0036 399 0.1%
 
0.003 397 0.1%
 
0.0024 395 0.1%
 
Other values (3280) 75238 24.5%
 
(Missing) 169682 55.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 58735 19.1%
 
0.0001 163 0.1%
 
0.0002 107 < 0.1%
 
0.0003 95 < 0.1%
 
0.0004 162 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 136 < 0.1%
 
0.9956 1 < 0.1%
 
0.9823 1 < 0.1%
 
0.9764 1 < 0.1%
 
0.9591 2 < 0.1%
 

NONLIVINGAREA_MEDI
Numeric

Distinct count3324
Unique (%)1.1%
Missing (%)55.2%
Missing (n)169682
Infinite (%)0.0%
Infinite (n)0
Mean0.0282359206
Minimum0
Maximum1
Zeros (%)19.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.0031
Q30.0266
95-th percentile0.1295
Maximum1
Range1
Interquartile range0.0266

Descriptive statistics

Standard deviation0.07016648151
Coef of variation2.48500775
Kurtosis63.65403519
Mean0.0282359206
MAD0.03639093504
Skewness6.508830983
Sum3891.7287
Variance0.004923335127
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 60954 19.8%
 
0.0012 539 0.2%
 
0.0022 478 0.2%
 
0.0037 456 0.1%
 
0.0044 431 0.1%
 
0.0011 421 0.1%
 
0.0043 415 0.1%
 
0.0031 407 0.1%
 
0.001 401 0.1%
 
0.0029 387 0.1%
 
Other values (3313) 72940 23.7%
 
(Missing) 169682 55.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 60954 19.8%
 
0.0001 154 0.1%
 
0.0002 81 < 0.1%
 
0.0003 86 < 0.1%
 
0.0004 147 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 134 < 0.1%
 
0.9969 1 < 0.1%
 
0.9792 2 < 0.1%
 
0.9789 1 < 0.1%
 
0.9759 5 < 0.1%
 

NONLIVINGAREA_MODE
Numeric

Distinct count3328
Unique (%)1.1%
Missing (%)55.2%
Missing (n)169682
Infinite (%)0.0%
Infinite (n)0
Mean0.02702231969
Minimum0
Maximum1
Zeros (%)21.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.0011
Q30.0231
95-th percentile0.1294
Maximum1
Range1
Interquartile range0.0231

Descriptive statistics

Standard deviation0.07025385904
Coef of variation2.599845604
Kurtosis63.35707261
Mean0.02702231969
MAD0.03603952946
Skewness6.522450899
Sum3724.4593
Variance0.004935604711
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 67126 21.8%
 
0.0011 477 0.2%
 
0.0046 466 0.2%
 
0.0033 430 0.1%
 
0.0012 427 0.1%
 
0.0023 426 0.1%
 
0.0013 410 0.1%
 
0.003 370 0.1%
 
0.0055 363 0.1%
 
0.0037 357 0.1%
 
Other values (3317) 66977 21.8%
 
(Missing) 169682 55.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 67126 21.8%
 
0.0001 123 < 0.1%
 
0.0002 125 < 0.1%
 
0.0003 61 < 0.1%
 
0.0004 90 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 135 < 0.1%
 
0.9878 1 < 0.1%
 
0.9852 1 < 0.1%
 
0.984 5 < 0.1%
 
0.9752 1 < 0.1%
 

OBS_30_CNT_SOCIAL_CIRCLE
Numeric

Distinct count34
Unique (%)< 0.1%
Missing (%)0.3%
Missing (n)1021
Infinite (%)0.0%
Infinite (n)0
Mean1.422245424
Minimum0
Maximum348
Zeros (%)53.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q32
95-th percentile6
Maximum348
Range348
Interquartile range2

Descriptive statistics

Standard deviation2.400988746
Coef of variation1.688167672
Kurtosis1424.815552
Mean1.422245424
MAD1.655640614
Skewness12.13959776
Sum435904
Variance5.764746959
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=34)
ValueCountFrequency (%) 
0 163910 53.3%
 
1 48783 15.9%
 
2 29808 9.7%
 
3 20322 6.6%
 
4 14143 4.6%
 
5 9553 3.1%
 
6 6453 2.1%
 
7 4390 1.4%
 
8 2967 1.0%
 
9 2003 0.7%
 
Other values (23) 4158 1.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 163910 53.3%
 
1 48783 15.9%
 
2 29808 9.7%
 
3 20322 6.6%
 
4 14143 4.6%
 

Maximum 5 values

ValueCountFrequency (%) 
348 1 < 0.1%
 
47 1 < 0.1%
 
30 2 < 0.1%
 
29 1 < 0.1%
 
28 1 < 0.1%
 

OBS_60_CNT_SOCIAL_CIRCLE
Numeric

Distinct count34
Unique (%)< 0.1%
Missing (%)0.3%
Missing (n)1021
Infinite (%)0.0%
Infinite (n)0
Mean1.405292179
Minimum0
Maximum344
Zeros (%)53.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q32
95-th percentile6
Maximum344
Range344
Interquartile range2

Descriptive statistics

Standard deviation2.379803352
Coef of variation1.693458049
Kurtosis1409.704557
Mean1.405292179
MAD1.639273521
Skewness12.0708287
Sum430708
Variance5.663463994
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=34)
ValueCountFrequency (%) 
0 164666 53.5%
 
1 48870 15.9%
 
2 29766 9.7%
 
3 20215 6.6%
 
4 13946 4.5%
 
5 9463 3.1%
 
6 6349 2.1%
 
7 4344 1.4%
 
8 2886 0.9%
 
9 1959 0.6%
 
Other values (23) 4026 1.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 164666 53.5%
 
1 48870 15.9%
 
2 29766 9.7%
 
3 20215 6.6%
 
4 13946 4.5%
 

Maximum 5 values

ValueCountFrequency (%) 
344 1 < 0.1%
 
47 1 < 0.1%
 
30 1 < 0.1%
 
29 2 < 0.1%
 
28 1 < 0.1%
 

OCCUPATION_TYPE
Categorical

Distinct count19
Unique (%)< 0.1%
Missing (%)31.3%
Missing (n)96391
Laborers
55186
Sales staff
32102
Core staff
27570
Other values (15)
96262
(Missing)
96391
ValueCountFrequency (%) 
Laborers 55186 17.9%
 
Sales staff 32102 10.4%
 
Core staff 27570 9.0%
 
Managers 21371 6.9%
 
Drivers 18603 6.0%
 
High skill tech staff 11380 3.7%
 
Accountants 9813 3.2%
 
Medicine staff 8537 2.8%
 
Security staff 6721 2.2%
 
Cooking staff 5946 1.9%
 
Other values (8) 13891 4.5%
 
(Missing) 96391 31.3%
 
Max length21
Mean length8.184432427
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

ORGANIZATION_TYPE
Categorical

Distinct count58
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Business Entity Type 3
67992
XNA
55374
Self-employed
38412
Other values (55)
145733
ValueCountFrequency (%) 
Business Entity Type 3 67992 22.1%
 
XNA 55374 18.0%
 
Self-employed 38412 12.5%
 
Other 16683 5.4%
 
Medicine 11193 3.6%
 
Business Entity Type 2 10553 3.4%
 
Government 10404 3.4%
 
School 8893 2.9%
 
Trade: type 7 7831 2.5%
 
Kindergarten 6880 2.2%
 
Other values (48) 73296 23.8%
 
Max length22
Mean length12.52603322
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

OWN_CAR_AGE
Numeric

Distinct count63
Unique (%)< 0.1%
Missing (%)66.0%
Missing (n)202929
Infinite (%)0.0%
Infinite (n)0
Mean12.06109082
Minimum0
Maximum91
Zeros (%)0.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q15
Median9
Q315
95-th percentile30
Maximum91
Range91
Interquartile range10

Descriptive statistics

Standard deviation11.94481158
Coef of variation0.9903591443
Kurtosis9.214945323
Mean12.06109082
MAD7.669164577
Skewness2.745422131
Sum1261373
Variance142.6785237
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
7 7424 2.4%
 
6 6382 2.1%
 
3 6370 2.1%
 
8 5887 1.9%
 
2 5852 1.9%
 
4 5557 1.8%
 
1 5280 1.7%
 
9 5020 1.6%
 
10 4806 1.6%
 
14 4594 1.5%
 
Other values (52) 47410 15.4%
 
(Missing) 202929 66.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2134 0.7%
 
1 5280 1.7%
 
2 5852 1.9%
 
3 6370 2.1%
 
4 5557 1.8%
 

Maximum 5 values

ValueCountFrequency (%) 
91 2 < 0.1%
 
69 1 < 0.1%
 
65 891 0.3%
 
64 2443 0.8%
 
63 2 < 0.1%
 

REG_CITY_NOT_LIVE_CITY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
283472
1
 
24039
ValueCountFrequency (%) 
0 283472 92.2%
 
1 24039 7.8%
 

REG_CITY_NOT_WORK_CITY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
236644
1
70867
ValueCountFrequency (%) 
0 236644 77.0%
 
1 70867 23.0%
 

REG_REGION_NOT_LIVE_REGION
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
302854
1
 
4657
ValueCountFrequency (%) 
0 302854 98.5%
 
1 4657 1.5%
 

REG_REGION_NOT_WORK_REGION
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
291899
1
 
15612
ValueCountFrequency (%) 
0 291899 94.9%
 
1 15612 5.1%
 

REGION_POPULATION_RELATIVE
Numeric

Distinct count81
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.02086811206
Minimum0.00029
Maximum0.072508
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.00029
5-th percentile0.00496
Q10.010006
Median0.01885
Q30.028663
95-th percentile0.04622
Maximum0.072508
Range0.072218
Interquartile range0.018657

Descriptive statistics

Standard deviation0.01383128012
Coef of variation0.66279499
Kurtosis3.260065334
Mean0.02086811206
MAD0.01029051822
Skewness1.488008521
Sum6417.174007
Variance0.0001913043098
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00029 0.0004115 0.001107 0.001375 0.0017295 ... 0.031945 0.0341765 0.041006 0.059364 0.072508 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.035792 16408 5.3%
 
0.04622 13442 4.4%
 
0.030755 12163 4.0%
 
0.025164 11950 3.9%
 
0.026392 11601 3.8%
 
0.031329 11321 3.7%
 
0.028663 11157 3.6%
 
0.019101 8694 2.8%
 
0.072508 8412 2.7%
 
0.020713 8066 2.6%
 
Other values (71) 194297 63.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0.00029 2 < 0.1%
 
0.000533 39 < 0.1%
 
0.000938 28 < 0.1%
 
0.001276 558 0.2%
 
0.001333 235 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.072508 8412 2.7%
 
0.04622 13442 4.4%
 
0.035792 16408 5.3%
 
0.032561 6636 2.2%
 
0.031329 11321 3.7%
 

REGION_RATING_CLIENT
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
2
226984
3
48330
1
 
32197
ValueCountFrequency (%) 
2 226984 73.8%
 
3 48330 15.7%
 
1 32197 10.5%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

REGION_RATING_CLIENT_W_CITY
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
2
229484
3
 
43860
1
 
34167
ValueCountFrequency (%) 
2 229484 74.6%
 
3 43860 14.3%
 
1 34167 11.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

SK_ID_CURR
Numeric

Distinct count307511
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean278180.5186
Minimum100002
Maximum456255
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum100002
5-th percentile117945.5
Q1189145.5
Median278202
Q3367142.5
95-th percentile438427.5
Maximum456255
Range356253
Interquartile range177997

Descriptive statistics

Standard deviation102790.1753
Coef of variation0.3695088926
Kurtosis-1.198987778
Mean278180.5186
MAD89010.22819
Skewness-0.001200235077
Sum8.554356945e+10
Variance1.056582015e+10
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[100002. 376309.5 376358.5 377750.5 377787.5 ... 427632. 427674.5 428193.5 428245.5 456255. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
100303 1 < 0.1%
 
131861 1 < 0.1%
 
158488 1 < 0.1%
 
156441 1 < 0.1%
 
160539 1 < 0.1%
 
150300 1 < 0.1%
 
148253 1 < 0.1%
 
154398 1 < 0.1%
 
152351 1 < 0.1%
 
238369 1 < 0.1%
 
Other values (307501) 307501 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
100002 1 < 0.1%
 
100003 1 < 0.1%
 
100004 1 < 0.1%
 
100006 1 < 0.1%
 
100007 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
456255 1 < 0.1%
 
456254 1 < 0.1%
 
456253 1 < 0.1%
 
456252 1 < 0.1%
 
456251 1 < 0.1%
 

TARGET
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
282686
1
 
24825
ValueCountFrequency (%) 
0 282686 91.9%
 
1 24825 8.1%
 

TOTALAREA_MODE
Numeric

Distinct count5117
Unique (%)1.7%
Missing (%)48.3%
Missing (n)148431
Infinite (%)0.0%
Infinite (n)0
Mean0.1025466627
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0067
Q10.0412
Median0.0688
Q30.1276
95-th percentile0.3092
Maximum1
Range1
Interquartile range0.0864

Descriptive statistics

Standard deviation0.1074623241
Coef of variation1.04793585
Kurtosis12.16752998
Mean0.1025466627
MAD0.07292779047
Skewness2.79757152
Sum16313.1231
Variance0.01154815111
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 582 0.2%
 
0.057 247 0.1%
 
0.0547 230 0.1%
 
0.0555 227 0.1%
 
0.0548 227 0.1%
 
0.055 227 0.1%
 
0.0551 225 0.1%
 
0.0554 220 0.1%
 
0.0573 220 0.1%
 
0.0566 219 0.1%
 
Other values (5106) 156456 50.9%
 
(Missing) 148431 48.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 582 0.2%
 
0.0001 10 < 0.1%
 
0.0002 4 < 0.1%
 
0.0003 24 < 0.1%
 
0.0004 18 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 155 0.1%
 
0.9973 1 < 0.1%
 
0.9931 1 < 0.1%
 
0.992 1 < 0.1%
 
0.979 2 < 0.1%
 

WALLSMATERIAL_MODE
Categorical

Distinct count8
Unique (%)< 0.1%
Missing (%)50.8%
Missing (n)156341
Panel
66040
Stone, brick
64815
Block
 
9253
Other values (4)
 
11062
(Missing)
156341
ValueCountFrequency (%) 
Panel 66040 21.5%
 
Stone, brick 64815 21.1%
 
Block 9253 3.0%
 
Wooden 5362 1.7%
 
Mixed 2296 0.7%
 
Monolithic 1779 0.6%
 
Others 1625 0.5%
 
(Missing) 156341 50.8%
 
Max length12
Mean length5.51024191
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

WEEKDAY_APPR_PROCESS_START
Categorical

Distinct count7
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
TUESDAY
53901
WEDNESDAY
51934
MONDAY
50714
Other values (4)
150962
ValueCountFrequency (%) 
TUESDAY 53901 17.5%
 
WEDNESDAY 51934 16.9%
 
MONDAY 50714 16.5%
 
THURSDAY 50591 16.5%
 
FRIDAY 50338 16.4%
 
SATURDAY 33852 11.0%
 
SUNDAY 16181 5.3%
 
Max length9
Mean length7.231139699
Min length6
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

YEARS_BEGINEXPLUATATION_AVG
Numeric

Distinct count286
Unique (%)0.1%
Missing (%)48.8%
Missing (n)150007
Infinite (%)0.0%
Infinite (n)0
Mean0.9777348582
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.9687
Q10.9767
Median0.9816
Q30.9866
95-th percentile0.996
Maximum1
Range1
Interquartile range0.0099

Descriptive statistics

Standard deviation0.05922331436
Coef of variation0.06057195759
Kurtosis248.1763368
Mean0.9777348582
MAD0.01093313591
Skewness-15.51526447
Sum153997.1511
Variance0.003507400964
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.9871 4311 1.4%
 
0.9856 4189 1.4%
 
0.9861 4171 1.4%
 
0.9801 4123 1.3%
 
0.9866 4114 1.3%
 
0.9851 4096 1.3%
 
0.9806 4096 1.3%
 
0.9811 3986 1.3%
 
0.9816 3982 1.3%
 
0.9831 3970 1.3%
 
Other values (275) 116466 37.9%
 
(Missing) 150007 48.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 514 0.2%
 
0.0179 1 < 0.1%
 
0.0447 1 < 0.1%
 
0.0969 1 < 0.1%
 
0.0974 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 186 0.1%
 
0.9995 691 0.2%
 
0.999 906 0.3%
 
0.9985 1062 0.3%
 
0.998 1096 0.4%
 

YEARS_BEGINEXPLUATATION_MEDI
Numeric

Distinct count246
Unique (%)0.1%
Missing (%)48.8%
Missing (n)150007
Infinite (%)0.0%
Infinite (n)0
Mean0.9777522641
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.9687
Q10.9767
Median0.9816
Q30.9866
95-th percentile0.996
Maximum1
Range1
Interquartile range0.0099

Descriptive statistics

Standard deviation0.05989731851
Coef of variation0.0612602197
Kurtosis248.396522
Mean0.9777522641
MAD0.01091766671
Skewness-15.57312427
Sum153999.8926
Variance0.003587688764
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.9871 4314 1.4%
 
0.9861 4247 1.4%
 
0.9856 4199 1.4%
 
0.9866 4138 1.3%
 
0.9801 4115 1.3%
 
0.9806 4069 1.3%
 
0.9851 4032 1.3%
 
0.9796 3963 1.3%
 
0.9876 3948 1.3%
 
0.9816 3930 1.3%
 
Other values (235) 116549 37.9%
 
(Missing) 150007 48.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 548 0.2%
 
0.0179 1 < 0.1%
 
0.0447 1 < 0.1%
 
0.0969 1 < 0.1%
 
0.0974 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 206 0.1%
 
0.9995 717 0.2%
 
0.999 926 0.3%
 
0.9985 1073 0.3%
 
0.998 1114 0.4%
 

YEARS_BEGINEXPLUATATION_MODE
Numeric

Distinct count222
Unique (%)0.1%
Missing (%)48.8%
Missing (n)150007
Infinite (%)0.0%
Infinite (n)0
Mean0.9770653729
Minimum0
Maximum1
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.9682
Q10.9767
Median0.9816
Q30.9866
95-th percentile0.996
Maximum1
Range1
Interquartile range0.0099

Descriptive statistics

Standard deviation0.06457543708
Coef of variation0.06609121444
Kurtosis219.9627658
Mean0.9770653729
MAD0.01161003331
Skewness-14.75531784
Sum153891.7045
Variance0.004169987074
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.9871 4291 1.4%
 
0.9866 4173 1.4%
 
0.9861 4167 1.4%
 
0.9801 4110 1.3%
 
0.9806 4083 1.3%
 
0.9856 4075 1.3%
 
0.9851 4016 1.3%
 
0.9816 3976 1.3%
 
0.9796 3974 1.3%
 
0.9791 3935 1.3%
 
Other values (211) 116704 38.0%
 
(Missing) 150007 48.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 142 < 0.1%
 
0.0005 525 0.2%
 
0.0184 1 < 0.1%
 
0.0452 1 < 0.1%
 
0.0973 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 211 0.1%
 
0.9995 702 0.2%
 
0.999 915 0.3%
 
0.9985 1053 0.3%
 
0.998 1065 0.3%
 

YEARS_BUILD_AVG
Numeric

Distinct count150
Unique (%)< 0.1%
Missing (%)66.5%
Missing (n)204488
Infinite (%)0.0%
Infinite (n)0
Mean0.7524714326
Minimum0
Maximum1
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.592
Q10.6872
Median0.7552
Q30.8232
95-th percentile0.9524
Maximum1
Range1
Interquartile range0.136

Descriptive statistics

Standard deviation0.1132799266
Coef of variation0.1505438236
Kurtosis4.399757249
Mean0.7524714326
MAD0.08390952091
Skewness-0.9624852036
Sum77521.8644
Variance0.01283234178
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.8232 2999 1.0%
 
0.8164 2864 0.9%
 
0.8028 2848 0.9%
 
0.728 2802 0.9%
 
0.7348 2761 0.9%
 
0.8096 2755 0.9%
 
0.83 2738 0.9%
 
0.796 2734 0.9%
 
0.7484 2731 0.9%
 
0.7688 2712 0.9%
 
Other values (139) 75079 24.4%
 
(Missing) 204488 66.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 102 < 0.1%
 
0.0004 2 < 0.1%
 
0.0072 4 < 0.1%
 
0.014 3 < 0.1%
 
0.0208 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 173 0.1%
 
0.9932 478 0.2%
 
0.9864 661 0.2%
 
0.9796 786 0.3%
 
0.9728 813 0.3%
 

YEARS_BUILD_MEDI
Numeric

Distinct count152
Unique (%)< 0.1%
Missing (%)66.5%
Missing (n)204488
Infinite (%)0.0%
Infinite (n)0
Mean0.7557462722
Minimum0
Maximum1
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.5975
Q10.6914
Median0.7585
Q30.8256
95-th percentile0.953
Maximum1
Range1
Interquartile range0.1342

Descriptive statistics

Standard deviation0.1120663096
Coef of variation0.1482856268
Kurtosis4.468810703
Mean0.7557462722
MAD0.08303355232
Skewness-0.9627843225
Sum77859.2482
Variance0.01255885776
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.8256 2994 1.0%
 
0.8189 2883 0.9%
 
0.8054 2842 0.9%
 
0.7316 2799 0.9%
 
0.8121 2784 0.9%
 
0.8323 2740 0.9%
 
0.7383 2739 0.9%
 
0.7987 2700 0.9%
 
0.7518 2687 0.9%
 
0.7719 2686 0.9%
 
Other values (141) 75169 24.4%
 
(Missing) 204488 66.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 101 < 0.1%
 
0.0003 2 < 0.1%
 
0.0071 1 < 0.1%
 
0.0138 2 < 0.1%
 
0.0205 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 182 0.1%
 
0.9933 494 0.2%
 
0.9866 665 0.2%
 
0.9799 802 0.3%
 
0.9732 819 0.3%
 

YEARS_BUILD_MODE
Numeric

Distinct count155
Unique (%)0.1%
Missing (%)66.5%
Missing (n)204488
Infinite (%)0.0%
Infinite (n)0
Mean0.7596373227
Minimum0
Maximum1
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.608
Q10.6994
Median0.7648
Q30.8236
95-th percentile0.9543
Maximum1
Range1
Interquartile range0.1242

Descriptive statistics

Standard deviation0.1101110273
Coef of variation0.1449521029
Kurtosis4.764473709
Mean0.7596373227
MAD0.0813021184
Skewness-1.002304903
Sum78260.1159
Variance0.01212443834
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.8301 2960 1.0%
 
0.8236 2879 0.9%
 
0.7387 2789 0.9%
 
0.8171 2763 0.9%
 
0.8105 2755 0.9%
 
0.7452 2737 0.9%
 
0.8367 2711 0.9%
 
0.804 2707 0.9%
 
0.7583 2704 0.9%
 
0.7779 2689 0.9%
 
Other values (144) 75329 24.5%
 
(Missing) 204488 66.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 103 < 0.1%
 
0.0003 3 < 0.1%
 
0.0134 2 < 0.1%
 
0.0199 2 < 0.1%
 
0.0265 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 183 0.1%
 
0.9935 487 0.2%
 
0.9869 653 0.2%
 
0.9804 791 0.3%
 
0.9739 779 0.3%
 

Missing values

Sample

First rows

AMT_ANNUITYAMT_CREDITAMT_GOODS_PRICEAMT_INCOME_TOTALAMT_REQ_CREDIT_BUREAU_DAYAMT_REQ_CREDIT_BUREAU_HOURAMT_REQ_CREDIT_BUREAU_MONAMT_REQ_CREDIT_BUREAU_QRTAMT_REQ_CREDIT_BUREAU_WEEKAMT_REQ_CREDIT_BUREAU_YEARAPARTMENTS_AVGAPARTMENTS_MEDIAPARTMENTS_MODEBASEMENTAREA_AVGBASEMENTAREA_MEDIBASEMENTAREA_MODECNT_CHILDRENCNT_FAM_MEMBERSCODE_GENDERCOMMONAREA_AVGCOMMONAREA_MEDICOMMONAREA_MODEDAYS_BIRTHDAYS_EMPLOYEDDAYS_ID_PUBLISHDAYS_LAST_PHONE_CHANGEDAYS_REGISTRATIONDEF_30_CNT_SOCIAL_CIRCLEDEF_60_CNT_SOCIAL_CIRCLEELEVATORS_AVGELEVATORS_MEDIELEVATORS_MODEEMERGENCYSTATE_MODEENTRANCES_AVGENTRANCES_MEDIENTRANCES_MODEEXT_SOURCE_1EXT_SOURCE_2EXT_SOURCE_3FLAG_CONT_MOBILEFLAG_DOCUMENT_10FLAG_DOCUMENT_11FLAG_DOCUMENT_12FLAG_DOCUMENT_13FLAG_DOCUMENT_14FLAG_DOCUMENT_15FLAG_DOCUMENT_16FLAG_DOCUMENT_17FLAG_DOCUMENT_18FLAG_DOCUMENT_19FLAG_DOCUMENT_2FLAG_DOCUMENT_20FLAG_DOCUMENT_21FLAG_DOCUMENT_3FLAG_DOCUMENT_4FLAG_DOCUMENT_5FLAG_DOCUMENT_6FLAG_DOCUMENT_7FLAG_DOCUMENT_8FLAG_DOCUMENT_9FLAG_EMAILFLAG_EMP_PHONEFLAG_MOBILFLAG_OWN_CARFLAG_OWN_REALTYFLAG_PHONEFLAG_WORK_PHONEFLOORSMAX_AVGFLOORSMAX_MEDIFLOORSMAX_MODEFLOORSMIN_AVGFLOORSMIN_MEDIFLOORSMIN_MODEFONDKAPREMONT_MODEHOUR_APPR_PROCESS_STARTHOUSETYPE_MODELANDAREA_AVGLANDAREA_MEDILANDAREA_MODELIVE_CITY_NOT_WORK_CITYLIVE_REGION_NOT_WORK_REGIONLIVINGAPARTMENTS_AVGLIVINGAPARTMENTS_MEDILIVINGAPARTMENTS_MODELIVINGAREA_AVGLIVINGAREA_MEDILIVINGAREA_MODENAME_CONTRACT_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPENAME_INCOME_TYPENAME_TYPE_SUITENONLIVINGAPARTMENTS_AVGNONLIVINGAPARTMENTS_MEDINONLIVINGAPARTMENTS_MODENONLIVINGAREA_AVGNONLIVINGAREA_MEDINONLIVINGAREA_MODEOBS_30_CNT_SOCIAL_CIRCLEOBS_60_CNT_SOCIAL_CIRCLEOCCUPATION_TYPEORGANIZATION_TYPEOWN_CAR_AGEREG_CITY_NOT_LIVE_CITYREG_CITY_NOT_WORK_CITYREG_REGION_NOT_LIVE_REGIONREG_REGION_NOT_WORK_REGIONREGION_POPULATION_RELATIVEREGION_RATING_CLIENTREGION_RATING_CLIENT_W_CITYSK_ID_CURRTARGETTOTALAREA_MODEWALLSMATERIAL_MODEWEEKDAY_APPR_PROCESS_STARTYEARS_BEGINEXPLUATATION_AVGYEARS_BEGINEXPLUATATION_MEDIYEARS_BEGINEXPLUATATION_MODEYEARS_BUILD_AVGYEARS_BUILD_MEDIYEARS_BUILD_MODE
024700.5406597.5351000.0202500.00.00.00.00.00.01.00.02470.02500.02520.03690.03690.038301.0M0.01430.01440.0144-9461-637-2120-1134.0-3648.02.02.00.000.000.0000No0.06900.06900.06900.0830370.2629490.139376100000000000001000000011NY100.08330.08330.08330.12500.12500.1250reg oper account10block of flats0.03690.03750.0377000.02020.02050.0220.01900.01930.0198Cash loansSecondary / secondary specialSingle / not marriedHouse / apartmentWorkingUnaccompanied0.00000.00000.00.00000.000.02.02.0LaborersBusiness Entity Type 3NaN00000.0188012210000210.0149Stone, brickWEDNESDAY0.97220.97220.97220.61920.62430.6341
135698.51293502.51129500.0270000.00.00.00.00.00.00.00.09590.09680.09240.05290.05290.053802.0F0.06050.06080.0497-16765-1188-291-828.0-1186.00.00.00.080.080.0806No0.03450.03450.03450.3112670.622246NaN100000000000001000000011NN100.29170.29170.29170.33330.33330.3333reg oper account11block of flats0.01300.01320.0128000.07730.07870.0790.05490.05580.0554Cash loansHigher educationMarriedHouse / apartmentState servantFamily0.00390.00390.00.00980.010.01.01.0Core staffSchoolNaN00000.0035411110000300.0714BlockMONDAY0.98510.98510.98510.79600.79870.8040
26750.0135000.0135000.067500.00.00.00.00.00.00.0NaNNaNNaNNaNNaNNaN01.0MNaNNaNNaN-19046-225-2531-815.0-4260.00.00.0NaNNaNNaNNaNNaNNaNNaNNaN0.5559120.729567100000000000000000000011YY11NaNNaNNaNNaNNaNNaNNaN9NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNRevolving loansSecondary / secondary specialSingle / not marriedHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN0.00.0LaborersGovernment26.000000.010032221000040NaNNaNMONDAYNaNNaNNaNNaNNaNNaN
329686.5312682.5297000.0135000.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN02.0FNaNNaNNaN-19005-3039-2437-617.0-9833.00.00.0NaNNaNNaNNaNNaNNaNNaNNaN0.650442NaN100000000000001000000011NY00NaNNaNNaNNaNNaNNaNNaN17NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialCivil marriageHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN2.02.0LaborersBusiness Entity Type 3NaN00000.008019221000060NaNNaNWEDNESDAYNaNNaNNaNNaNNaNNaN
421865.5513000.0513000.0121500.00.00.00.00.00.00.0NaNNaNNaNNaNNaNNaN01.0MNaNNaNNaN-19932-3038-3458-1106.0-4311.00.00.0NaNNaNNaNNaNNaNNaNNaNNaN0.322738NaN100000000000000000010011NY00NaNNaNNaNNaNNaNNaNNaN11NaNNaNNaNNaN10NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialSingle / not marriedHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN0.00.0Core staffReligionNaN01000.028663221000070NaNNaNTHURSDAYNaNNaNNaNNaNNaNNaN
527517.5490495.5454500.099000.00.00.00.01.00.01.0NaNNaNNaNNaNNaNNaN02.0MNaNNaNNaN-16941-1588-477-2536.0-4970.00.00.0NaNNaNNaNNaNNaNNaNNaNNaN0.3542250.621226100000000000001000000011NY11NaNNaNNaNNaNNaNNaNNaN16NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialMarriedHouse / apartmentState servantSpouse, partnerNaNNaNNaNNaNNaNNaN0.00.0LaborersOtherNaN00000.035792221000080NaNNaNWEDNESDAYNaNNaNNaNNaNNaNNaN
641301.01560726.01395000.0171000.00.00.01.01.00.02.0NaNNaNNaNNaNNaNNaN13.0FNaNNaNNaN-13778-3130-619-1562.0-1213.00.00.0NaNNaNNaNNaNNaNNaNNaN0.7747610.7240000.492060100001000000000000010011YY10NaNNaNNaNNaNNaNNaNNaN16NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansHigher educationMarriedHouse / apartmentCommercial associateUnaccompaniedNaNNaNNaNNaNNaNNaN1.01.0AccountantsBusiness Entity Type 317.000000.035792221000090NaNNaNSUNDAYNaNNaNNaNNaNNaNNaN
742075.01530000.01530000.0360000.00.00.00.00.00.00.0NaNNaNNaNNaNNaNNaN02.0MNaNNaNNaN-18850-449-2379-1070.0-4597.00.00.0NaNNaNNaNNaNNaNNaNNaNNaN0.7142790.540654100000000000001000000011YY01NaNNaNNaNNaNNaNNaNNaN16NaNNaNNaNNaN10NaNNaNNaNNaNNaNNaNCash loansHigher educationMarriedHouse / apartmentState servantUnaccompaniedNaNNaNNaNNaNNaNNaN2.02.0ManagersOther8.001000.003122331000100NaNNaNMONDAYNaNNaNNaNNaNNaNNaN
833826.51019610.0913500.0112500.00.00.00.00.00.01.0NaNNaNNaNNaNNaNNaN02.0FNaNNaNNaN-20099365243-35140.0-7427.00.00.0NaNNaNNaNNaNNaNNaNNaN0.5873340.2057470.751724100000000000001000000001NY00NaNNaNNaNNaNNaNNaNNaN14NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialMarriedHouse / apartmentPensionerChildrenNaNNaNNaNNaNNaNNaN1.01.0NaNXNANaN00000.018634221000110NaNNaNWEDNESDAYNaNNaNNaNNaNNaNNaN
920250.0405000.0405000.0135000.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN01.0MNaNNaNNaN-14469-2019-3992-1673.0-14437.00.00.0NaNNaNNaNNaNNaNNaNNaNNaN0.746644NaN100000000000000000000011NY00NaNNaNNaNNaNNaNNaNNaN8NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNRevolving loansSecondary / secondary specialSingle / not marriedHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN2.02.0LaborersElectricityNaN00000.019689221000120NaNNaNTHURSDAYNaNNaNNaNNaNNaNNaN

Last rows

AMT_ANNUITYAMT_CREDITAMT_GOODS_PRICEAMT_INCOME_TOTALAMT_REQ_CREDIT_BUREAU_DAYAMT_REQ_CREDIT_BUREAU_HOURAMT_REQ_CREDIT_BUREAU_MONAMT_REQ_CREDIT_BUREAU_QRTAMT_REQ_CREDIT_BUREAU_WEEKAMT_REQ_CREDIT_BUREAU_YEARAPARTMENTS_AVGAPARTMENTS_MEDIAPARTMENTS_MODEBASEMENTAREA_AVGBASEMENTAREA_MEDIBASEMENTAREA_MODECNT_CHILDRENCNT_FAM_MEMBERSCODE_GENDERCOMMONAREA_AVGCOMMONAREA_MEDICOMMONAREA_MODEDAYS_BIRTHDAYS_EMPLOYEDDAYS_ID_PUBLISHDAYS_LAST_PHONE_CHANGEDAYS_REGISTRATIONDEF_30_CNT_SOCIAL_CIRCLEDEF_60_CNT_SOCIAL_CIRCLEELEVATORS_AVGELEVATORS_MEDIELEVATORS_MODEEMERGENCYSTATE_MODEENTRANCES_AVGENTRANCES_MEDIENTRANCES_MODEEXT_SOURCE_1EXT_SOURCE_2EXT_SOURCE_3FLAG_CONT_MOBILEFLAG_DOCUMENT_10FLAG_DOCUMENT_11FLAG_DOCUMENT_12FLAG_DOCUMENT_13FLAG_DOCUMENT_14FLAG_DOCUMENT_15FLAG_DOCUMENT_16FLAG_DOCUMENT_17FLAG_DOCUMENT_18FLAG_DOCUMENT_19FLAG_DOCUMENT_2FLAG_DOCUMENT_20FLAG_DOCUMENT_21FLAG_DOCUMENT_3FLAG_DOCUMENT_4FLAG_DOCUMENT_5FLAG_DOCUMENT_6FLAG_DOCUMENT_7FLAG_DOCUMENT_8FLAG_DOCUMENT_9FLAG_EMAILFLAG_EMP_PHONEFLAG_MOBILFLAG_OWN_CARFLAG_OWN_REALTYFLAG_PHONEFLAG_WORK_PHONEFLOORSMAX_AVGFLOORSMAX_MEDIFLOORSMAX_MODEFLOORSMIN_AVGFLOORSMIN_MEDIFLOORSMIN_MODEFONDKAPREMONT_MODEHOUR_APPR_PROCESS_STARTHOUSETYPE_MODELANDAREA_AVGLANDAREA_MEDILANDAREA_MODELIVE_CITY_NOT_WORK_CITYLIVE_REGION_NOT_WORK_REGIONLIVINGAPARTMENTS_AVGLIVINGAPARTMENTS_MEDILIVINGAPARTMENTS_MODELIVINGAREA_AVGLIVINGAREA_MEDILIVINGAREA_MODENAME_CONTRACT_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPENAME_INCOME_TYPENAME_TYPE_SUITENONLIVINGAPARTMENTS_AVGNONLIVINGAPARTMENTS_MEDINONLIVINGAPARTMENTS_MODENONLIVINGAREA_AVGNONLIVINGAREA_MEDINONLIVINGAREA_MODEOBS_30_CNT_SOCIAL_CIRCLEOBS_60_CNT_SOCIAL_CIRCLEOCCUPATION_TYPEORGANIZATION_TYPEOWN_CAR_AGEREG_CITY_NOT_LIVE_CITYREG_CITY_NOT_WORK_CITYREG_REGION_NOT_LIVE_REGIONREG_REGION_NOT_WORK_REGIONREGION_POPULATION_RELATIVEREGION_RATING_CLIENTREGION_RATING_CLIENT_W_CITYSK_ID_CURRTARGETTOTALAREA_MODEWALLSMATERIAL_MODEWEEKDAY_APPR_PROCESS_STARTYEARS_BEGINEXPLUATATION_AVGYEARS_BEGINEXPLUATATION_MEDIYEARS_BEGINEXPLUATATION_MODEYEARS_BUILD_AVGYEARS_BUILD_MEDIYEARS_BUILD_MODE
30750111871.0269550.0225000.081000.0NaNNaNNaNNaNNaNNaN0.03920.03960.03990.08270.08270.085835.0FNaNNaNNaN-12961-1046-3780-448.0-1398.01.01.00.000.000.0000No0.03450.03450.0345NaN0.575481NaN100000000000001000000011NY010.04170.04170.0417NaNNaNNaNNaN14block of flats0.01440.01460.014700NaNNaNNaN0.01890.01920.0197Cash loansSecondary / secondary specialMarriedHouse / apartmentCommercial associateUnaccompaniedNaNNaNNaN0.00000.00000.00002.02.0Low-skill LaborersIndustry: type 1NaN00000.0091752245624500.0149Stone, brickWEDNESDAY0.98460.98460.9846NaNNaNNaN
30750210620.0225000.0225000.094500.00.00.00.00.00.01.0NaNNaNNaNNaNNaNNaN13.0FNaNNaNNaN-16063-8736-4531-1516.0-8672.00.00.0NaNNaNNaNNaNNaNNaNNaNNaN0.3133340.735221100000000000001000000011NY01NaNNaNNaNNaNNaNNaNNaN16NaNNaNNaNNaN10NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialMarriedHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN0.00.0LaborersSchoolNaN01000.010966224562460NaNNaNMONDAYNaNNaNNaNNaNNaNNaN
30750317770.5345510.0247500.0112500.00.00.01.00.00.02.0NaNNaNNaNNaNNaNNaN01.0FNaNNaNNaN-11870-399-3936-2315.0-675.03.02.0NaNNaNNaNNaNNaNNaNNaN0.2434660.5012210.609276100000000000001000000111NY00NaNNaNNaNNaNNaNNaNNaN11NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansHigher educationSingle / not marriedHouse / apartmentCommercial associateUnaccompaniedNaNNaNNaNNaNNaNNaN9.09.0Core staffBankNaN00000.022800224562470NaNNaNSATURDAYNaNNaNNaNNaNNaNNaN
30750416096.5331920.0225000.0153000.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN01.0FNaNNaNNaN-16705-7258-2590.0-9798.00.00.0NaNNaNNaNNaNNaNNaNNaNNaN0.530725NaN100000000000001000000011NY00NaNNaNNaNNaNNaNNaNNaN11NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialSeparatedHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN0.00.0Sales staffSelf-employedNaN00000.022625224562480NaNNaNWEDNESDAYNaNNaNNaNNaNNaNNaN
30750522050.0225000.0225000.0112500.00.00.02.00.00.00.00.22060.22280.22480.16380.16380.170001.0F0.14320.14410.1445-24384365243-23570.0-7369.00.00.00.240.240.2417No0.20690.20690.2069NaN0.3463910.742182100000000000000001000001NY100.33330.33330.33330.37500.37500.3750reg oper account15block of flats0.08590.08740.0879000.17650.17960.19280.23020.23430.2398Cash loansSecondary / secondary specialSingle / not marriedHouse / apartmentPensionerUnaccompanied0.01540.01550.01560.00830.00850.00880.00.0NaNXNANaN00000.0228002245624900.2611PanelMONDAY0.98610.98610.98610.80960.81210.8171
30750627558.0254700.0225000.0157500.0NaNNaNNaNNaNNaNNaN0.20210.20400.10080.08870.08870.017201.0M0.02020.02030.0172-9327-236-1982-273.0-8456.00.00.00.220.220.0806No0.10340.10340.03450.1455700.681632NaN100000000000000000010011NN000.60420.60420.45830.27080.27080.0417reg oper account15block of flats0.05940.06050.0094000.14840.15090.08820.19650.20010.0853Cash loansSecondary / secondary specialSeparatedWith parentsWorkingUnaccompanied0.07530.07570.00000.10950.11180.01250.00.0Sales staffServicesNaN00000.0325611145625100.2898Stone, brickTHURSDAY0.98760.98760.97820.83000.83230.7125
30750712001.5269550.0225000.072000.0NaNNaNNaNNaNNaNNaN0.02470.02500.02520.04350.04350.045101.0F0.00220.00220.0022-20775365243-40900.0-4388.00.00.00.000.000.0000No0.10340.10340.1034NaN0.115992NaN100000000000001000000001NY100.08330.08330.08330.12500.12500.1250reg oper account8block of flats0.05790.05890.0592000.02020.02050.02200.02570.02610.0267Cash loansSecondary / secondary specialWidowHouse / apartmentPensionerUnaccompanied0.00000.00000.00000.00000.00000.00000.00.0NaNXNANaN00000.0251642245625200.0214Stone, brickMONDAY0.97270.97270.97270.62600.63100.6406
30750829979.0677664.0585000.0153000.00.01.01.00.00.01.00.10310.10410.10500.08620.08620.089401.0F0.01230.01240.0124-14966-7921-5150-1909.0-6737.00.00.00.000.000.0000No0.20690.20690.20690.7440260.5357220.218859100000000000001000000111NY000.16670.16670.16670.20830.20830.2083reg oper account9block of flatsNaNNaNNaN100.08410.08550.09180.92790.94450.9667Cash loansHigher educationSeparatedHouse / apartmentWorkingUnaccompanied0.00000.00000.00000.00000.00000.00006.06.0ManagersSchoolNaN01000.0050023345625300.7970PanelTHURSDAY0.98160.98160.98160.74840.75180.7583
30750920205.0370107.0319500.0171000.00.00.00.00.00.00.00.01240.01250.0126NaNNaNNaN02.0FNaNNaNNaN-11961-4786-931-322.0-2562.00.00.0NaNNaNNaNNo0.06900.06900.0690NaN0.5141630.661024100000000000001000000011NY000.04170.04170.0417NaNNaNNaNNaN9block of flatsNaNNaNNaN00NaNNaNNaN0.00610.00620.0063Cash loansSecondary / secondary specialMarriedHouse / apartmentCommercial associateUnaccompaniedNaNNaNNaNNaNNaNNaN0.00.0LaborersBusiness Entity Type 1NaN11000.0053132245625410.0086Stone, brickWEDNESDAY0.97710.97710.9772NaNNaNNaN
30751049117.5675000.0675000.0157500.00.00.02.00.00.01.00.07420.07490.07560.05260.05260.054602.0F0.01760.01770.0178-16856-1262-410-787.0-5128.00.00.00.080.080.0806No0.06900.06900.06900.7344600.7085690.113922100000000000001000000011NN110.37500.37500.3750NaNNaNNaNNaN20block of flatsNaNNaNNaN10NaNNaNNaN0.07910.08050.0824Cash loansHigher educationMarriedHouse / apartmentCommercial associateUnaccompaniedNaNNaNNaN0.00000.00000.00000.00.0LaborersBusiness Entity Type 3NaN01000.0462201145625500.0718PanelTHURSDAY0.98810.98810.9881NaNNaNNaN